2025-04-28 14:13:54,149 - 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+ ------------------------------------------------------------ 2025-04-28 14:13:54,493 - pyskl - INFO - Config: modality = 'km' graph = 'nturgb+d' work_dir = './work_dirs/ntu60_xsub/km' model = dict( type='RecognizerGCN', backbone=dict( type='GCN_Module_LLM', llm_model='gpt4o', num_classes=60, 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=60, in_channels=384, work_dir='./work_dirs/ntu60_xsub/km', interval_epoch=10, weight_1=0.2, weight_2=0.5)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['km']), 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=['km']), 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=['km']), 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/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['km']), 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/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['km']), 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/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['km']), 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) 2025-04-28 14:13:54,494 - pyskl - INFO - Set random seed to 35845519, deterministic: False 2025-04-28 14:14:04,058 - pyskl - INFO - 40091 videos remain after valid thresholding 2025-04-28 14:14:09,727 - pyskl - INFO - 16487 videos remain after valid thresholding 2025-04-28 14:14:09,755 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km 2025-04-28 14:14:09,755 - 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 -------------------- 2025-04-28 14:14:09,755 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2025-04-28 14:14:09,755 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km by HardDiskBackend. 2025-04-28 14:15:14,718 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:48:35, time: 0.650, data_time: 0.219, memory: 13125, top1_acc: 0.0231, top5_acc: 0.1144, loss_cls: 11.8047, loss: 11.8047 2025-04-28 14:15:56,979 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 7:56:51, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.0456, top5_acc: 0.1737, loss_cls: 10.0499, loss: 10.0499 2025-04-28 14:16:39,346 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:01:21, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.0688, top5_acc: 0.2575, loss_cls: 9.6706, loss: 9.6706 2025-04-28 14:17:21,888 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:05:59, time: 0.425, data_time: 0.000, memory: 13125, top1_acc: 0.0838, top5_acc: 0.3038, loss_cls: 9.3706, loss: 9.3706 2025-04-28 14:18:04,276 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 0:54:33, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.0969, top5_acc: 0.3544, loss_cls: 9.1987, loss: 9.1987 2025-04-28 14:18:46,654 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:06:35, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.0988, top5_acc: 0.3625, loss_cls: 9.0060, loss: 9.0060 2025-04-28 14:19:28,981 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 23:31:41, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.1125, top5_acc: 0.3706, loss_cls: 8.8075, loss: 8.8075 2025-04-28 14:20:11,283 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:05:07, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.0919, top5_acc: 0.3725, loss_cls: 8.7658, loss: 8.7658 2025-04-28 14:20:53,548 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 22:44:03, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.1138, top5_acc: 0.3994, loss_cls: 8.7166, loss: 8.7166 2025-04-28 14:21:35,741 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 22:26:36, time: 0.422, data_time: 0.000, memory: 13125, top1_acc: 0.1388, top5_acc: 0.4219, loss_cls: 8.6423, loss: 8.6423 2025-04-28 14:22:17,989 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:12:31, time: 0.422, data_time: 0.000, memory: 13125, top1_acc: 0.1281, top5_acc: 0.4375, loss_cls: 8.5004, loss: 8.5004 2025-04-28 14:23:00,369 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:01:21, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.1481, top5_acc: 0.4631, loss_cls: 8.2728, loss: 8.2728 2025-04-28 14:23:42,745 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 21:51:46, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.1575, top5_acc: 0.4881, loss_cls: 8.1596, loss: 8.1596 2025-04-28 14:24:24,988 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 21:42:51, time: 0.422, data_time: 0.000, memory: 13125, top1_acc: 0.1550, top5_acc: 0.4925, loss_cls: 8.2940, loss: 8.2940 2025-04-28 14:25:07,333 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 21:35:28, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.1581, top5_acc: 0.5194, loss_cls: 8.0920, loss: 8.0920 2025-04-28 14:25:49,577 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 21:28:31, time: 0.422, data_time: 0.000, memory: 13125, top1_acc: 0.1600, top5_acc: 0.5062, loss_cls: 8.1645, loss: 8.1645 2025-04-28 14:26:32,502 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:24:48, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1875, top5_acc: 0.5437, loss_cls: 7.9416, loss: 7.9416 2025-04-28 14:27:15,406 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:21:21, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1700, top5_acc: 0.5238, loss_cls: 8.0048, loss: 8.0048 2025-04-28 14:27:58,061 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:17:22, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1812, top5_acc: 0.5487, loss_cls: 7.9415, loss: 7.9415 2025-04-28 14:28:40,971 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:14:31, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1938, top5_acc: 0.5519, loss_cls: 7.8973, loss: 7.8973 2025-04-28 14:29:23,968 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:12:07, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2006, top5_acc: 0.5825, loss_cls: 7.7482, loss: 7.7482 2025-04-28 14:30:06,994 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:09:57, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1975, top5_acc: 0.5913, loss_cls: 7.7623, loss: 7.7623 2025-04-28 14:30:49,666 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:06:57, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2162, top5_acc: 0.5950, loss_cls: 7.6294, loss: 7.6294 2025-04-28 14:31:32,262 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:03:57, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.2256, top5_acc: 0.6094, loss_cls: 7.5023, loss: 7.5023 2025-04-28 14:32:14,959 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:01:23, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2131, top5_acc: 0.6044, loss_cls: 7.6336, loss: 7.6336 2025-04-28 14:32:18,102 - pyskl - INFO - Saving checkpoint at 1 epochs 2025-04-28 14:33:34,746 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 14:33:34,822 - pyskl - INFO - top1_acc 0.2258 top5_acc 0.6331 2025-04-28 14:33:35,915 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2025-04-28 14:33:35,917 - pyskl - INFO - Best top1_acc is 0.2258 at 1 epoch. 2025-04-28 14:33:35,919 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.2258, top5_acc: 0.6331 2025-04-28 14:34:41,712 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 21:47:50, time: 0.658, data_time: 0.230, memory: 13126, top1_acc: 0.2250, top5_acc: 0.6256, loss_cls: 7.5345, loss: 7.5345 2025-04-28 14:35:24,225 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 21:43:18, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2400, top5_acc: 0.6388, loss_cls: 7.4493, loss: 7.4493 2025-04-28 14:36:06,787 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 21:39:08, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.2387, top5_acc: 0.6525, loss_cls: 7.4158, loss: 7.4158 2025-04-28 14:36:49,252 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:35:01, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2781, top5_acc: 0.6756, loss_cls: 7.2748, loss: 7.2748 2025-04-28 14:37:31,732 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:31:08, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2687, top5_acc: 0.6631, loss_cls: 7.2791, loss: 7.2791 2025-04-28 14:38:14,225 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:27:30, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2787, top5_acc: 0.6863, loss_cls: 7.1641, loss: 7.1641 2025-04-28 14:38:56,638 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:23:54, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.2963, top5_acc: 0.6963, loss_cls: 7.0909, loss: 7.0909 2025-04-28 14:39:39,112 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:20:34, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2894, top5_acc: 0.6994, loss_cls: 7.0885, loss: 7.0885 2025-04-28 14:40:21,584 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:17:24, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3287, top5_acc: 0.7175, loss_cls: 6.9627, loss: 6.9627 2025-04-28 14:41:04,043 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:14:21, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3181, top5_acc: 0.7244, loss_cls: 6.9201, loss: 6.9201 2025-04-28 14:41:46,536 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:11:29, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3200, top5_acc: 0.7113, loss_cls: 6.9236, loss: 6.9236 2025-04-28 14:42:28,960 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:08:37, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.3225, top5_acc: 0.7188, loss_cls: 6.9590, loss: 6.9590 2025-04-28 14:43:11,426 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:05:56, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3287, top5_acc: 0.7269, loss_cls: 6.8178, loss: 6.8178 2025-04-28 14:43:53,740 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:03:07, time: 0.423, data_time: 0.000, memory: 13126, top1_acc: 0.3431, top5_acc: 0.7206, loss_cls: 6.8462, loss: 6.8462 2025-04-28 14:44:36,269 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:00:44, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3344, top5_acc: 0.7512, loss_cls: 6.7219, loss: 6.7219 2025-04-28 14:45:18,739 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 20:58:21, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3425, top5_acc: 0.7362, loss_cls: 6.7715, loss: 6.7715 2025-04-28 14:46:01,130 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 20:55:55, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.3538, top5_acc: 0.7619, loss_cls: 6.6297, loss: 6.6297 2025-04-28 14:46:43,574 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 20:53:39, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.3463, top5_acc: 0.7669, loss_cls: 6.6811, loss: 6.6811 2025-04-28 14:47:26,019 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 20:51:27, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.3781, top5_acc: 0.7650, loss_cls: 6.6145, loss: 6.6145 2025-04-28 14:48:08,494 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 20:49:21, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3906, top5_acc: 0.7819, loss_cls: 6.5340, loss: 6.5340 2025-04-28 14:48:50,980 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 20:47:20, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3731, top5_acc: 0.7738, loss_cls: 6.4778, loss: 6.4778 2025-04-28 14:49:33,583 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 20:45:32, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.3850, top5_acc: 0.7913, loss_cls: 6.4306, loss: 6.4306 2025-04-28 14:50:16,197 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 20:43:47, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.3900, top5_acc: 0.8087, loss_cls: 6.3318, loss: 6.3318 2025-04-28 14:50:59,170 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 20:42:32, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3812, top5_acc: 0.8400, loss_cls: 6.2987, loss: 6.2987 2025-04-28 14:51:41,899 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 20:41:00, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4138, top5_acc: 0.7856, loss_cls: 6.2878, loss: 6.2878 2025-04-28 14:51:45,043 - pyskl - INFO - Saving checkpoint at 2 epochs 2025-04-28 14:53:02,253 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 14:53:02,321 - pyskl - INFO - top1_acc 0.4274 top5_acc 0.8109 2025-04-28 14:53:02,373 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_1.pth was removed 2025-04-28 14:53:03,388 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2025-04-28 14:53:03,389 - pyskl - INFO - Best top1_acc is 0.4274 at 2 epoch. 2025-04-28 14:53:03,391 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.4274, top5_acc: 0.8109 2025-04-28 14:54:09,683 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:04:47, time: 0.663, data_time: 0.238, memory: 13127, top1_acc: 0.4481, top5_acc: 0.8331, loss_cls: 6.1153, loss: 6.1153 2025-04-28 14:54:52,047 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:02:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4313, top5_acc: 0.8319, loss_cls: 6.1397, loss: 6.1397 2025-04-28 14:55:34,463 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:00:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4400, top5_acc: 0.8256, loss_cls: 6.0881, loss: 6.0881 2025-04-28 14:56:16,959 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 20:58:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4500, top5_acc: 0.8306, loss_cls: 6.0407, loss: 6.0407 2025-04-28 14:56:59,418 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 20:55:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4444, top5_acc: 0.8225, loss_cls: 6.0433, loss: 6.0433 2025-04-28 14:57:41,887 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 20:53:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4675, top5_acc: 0.8325, loss_cls: 5.9631, loss: 5.9631 2025-04-28 14:58:24,375 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 20:51:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4562, top5_acc: 0.8325, loss_cls: 6.0424, loss: 6.0424 2025-04-28 14:59:06,871 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 20:49:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4750, top5_acc: 0.8331, loss_cls: 5.9789, loss: 5.9789 2025-04-28 14:59:49,371 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 20:48:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4913, top5_acc: 0.8588, loss_cls: 5.7724, loss: 5.7724 2025-04-28 15:00:31,768 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 20:46:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4512, top5_acc: 0.8306, loss_cls: 5.8970, loss: 5.8970 2025-04-28 15:01:14,108 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 20:44:07, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.4869, top5_acc: 0.8600, loss_cls: 5.8040, loss: 5.8040 2025-04-28 15:01:56,484 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 20:42:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4769, top5_acc: 0.8612, loss_cls: 5.7711, loss: 5.7711 2025-04-28 15:02:38,967 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 20:40:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4806, top5_acc: 0.8531, loss_cls: 5.6969, loss: 5.6969 2025-04-28 15:03:21,445 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:38:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.5156, top5_acc: 0.8794, loss_cls: 5.7090, loss: 5.7090 2025-04-28 15:04:03,801 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:36:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4950, top5_acc: 0.8612, loss_cls: 5.6394, loss: 5.6394 2025-04-28 15:04:46,244 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:35:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5175, top5_acc: 0.8619, loss_cls: 5.5232, loss: 5.5232 2025-04-28 15:05:28,727 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:33:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.5175, top5_acc: 0.8731, loss_cls: 5.5356, loss: 5.5356 2025-04-28 15:06:11,159 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:31:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5138, top5_acc: 0.8700, loss_cls: 5.6358, loss: 5.6358 2025-04-28 15:06:53,591 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:30:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5275, top5_acc: 0.8850, loss_cls: 5.4964, loss: 5.4964 2025-04-28 15:07:36,131 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:28:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.5463, top5_acc: 0.8931, loss_cls: 5.4616, loss: 5.4616 2025-04-28 15:08:18,781 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:27:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5344, top5_acc: 0.8731, loss_cls: 5.4162, loss: 5.4162 2025-04-28 15:09:01,631 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:26:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5275, top5_acc: 0.8619, loss_cls: 5.4385, loss: 5.4385 2025-04-28 15:09:44,399 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:25:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5500, top5_acc: 0.8800, loss_cls: 5.4877, loss: 5.4877 2025-04-28 15:10:27,018 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:23:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5519, top5_acc: 0.9000, loss_cls: 5.3045, loss: 5.3045 2025-04-28 15:11:09,671 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:22:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5894, top5_acc: 0.8938, loss_cls: 5.1992, loss: 5.1992 2025-04-28 15:11:12,942 - pyskl - INFO - Saving checkpoint at 3 epochs 2025-04-28 15:12:29,890 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 15:12:29,960 - pyskl - INFO - top1_acc 0.5205 top5_acc 0.8603 2025-04-28 15:12:30,013 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_2.pth was removed 2025-04-28 15:12:31,072 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2025-04-28 15:12:31,073 - pyskl - INFO - Best top1_acc is 0.5205 at 3 epoch. 2025-04-28 15:12:31,076 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.5205, top5_acc: 0.8603 2025-04-28 15:13:36,019 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:36:54, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.5856, top5_acc: 0.9075, loss_cls: 5.1319, loss: 5.1319 2025-04-28 15:14:18,467 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:35:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5744, top5_acc: 0.9025, loss_cls: 5.2560, loss: 5.2560 2025-04-28 15:15:00,890 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:33:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5887, top5_acc: 0.8894, loss_cls: 5.1710, loss: 5.1710 2025-04-28 15:15:43,208 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:31:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.5875, top5_acc: 0.8981, loss_cls: 5.1802, loss: 5.1802 2025-04-28 15:16:25,696 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:30:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.5969, top5_acc: 0.9012, loss_cls: 5.1365, loss: 5.1365 2025-04-28 15:17:08,155 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:28:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6019, top5_acc: 0.9187, loss_cls: 5.0736, loss: 5.0736 2025-04-28 15:17:50,534 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:27:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5756, top5_acc: 0.8988, loss_cls: 5.1594, loss: 5.1594 2025-04-28 15:18:32,952 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:25:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6156, top5_acc: 0.9181, loss_cls: 4.8668, loss: 4.8668 2025-04-28 15:19:15,351 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:24:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5944, top5_acc: 0.9131, loss_cls: 4.9600, loss: 4.9600 2025-04-28 15:19:57,751 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:22:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6038, top5_acc: 0.9056, loss_cls: 5.0292, loss: 5.0292 2025-04-28 15:20:40,192 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:21:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6219, top5_acc: 0.9187, loss_cls: 4.8548, loss: 4.8548 2025-04-28 15:21:22,618 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:19:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9131, loss_cls: 4.8168, loss: 4.8168 2025-04-28 15:22:05,110 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:18:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6225, top5_acc: 0.9062, loss_cls: 4.8607, loss: 4.8607 2025-04-28 15:22:47,697 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:16:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6325, top5_acc: 0.9131, loss_cls: 4.8858, loss: 4.8858 2025-04-28 15:23:30,030 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:15:30, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9175, loss_cls: 4.8232, loss: 4.8232 2025-04-28 15:24:12,468 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:14:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6369, top5_acc: 0.9131, loss_cls: 4.9336, loss: 4.9336 2025-04-28 15:24:54,848 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:12:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6188, top5_acc: 0.9219, loss_cls: 4.8748, loss: 4.8748 2025-04-28 15:25:37,223 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:11:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6562, top5_acc: 0.9156, loss_cls: 4.7825, loss: 4.7825 2025-04-28 15:26:19,647 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:09:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6550, top5_acc: 0.9069, loss_cls: 4.7252, loss: 4.7252 2025-04-28 15:27:02,091 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:08:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9200, loss_cls: 4.7191, loss: 4.7191 2025-04-28 15:27:44,677 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:07:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9281, loss_cls: 4.7386, loss: 4.7386 2025-04-28 15:28:27,171 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:06:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6306, top5_acc: 0.9256, loss_cls: 4.8190, loss: 4.8190 2025-04-28 15:29:09,928 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:05:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9163, loss_cls: 4.7386, loss: 4.7386 2025-04-28 15:29:52,465 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:03:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6469, top5_acc: 0.9250, loss_cls: 4.7106, loss: 4.7106 2025-04-28 15:30:34,922 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:02:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6669, top5_acc: 0.9337, loss_cls: 4.6792, loss: 4.6792 2025-04-28 15:30:38,376 - pyskl - INFO - Saving checkpoint at 4 epochs 2025-04-28 15:31:55,114 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 15:31:55,184 - pyskl - INFO - top1_acc 0.6084 top5_acc 0.9028 2025-04-28 15:31:55,233 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_3.pth was removed 2025-04-28 15:31:56,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2025-04-28 15:31:56,267 - pyskl - INFO - Best top1_acc is 0.6084 at 4 epoch. 2025-04-28 15:31:56,270 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6084, top5_acc: 0.9028 2025-04-28 15:33:00,992 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:13:05, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9300, loss_cls: 4.5876, loss: 4.5876 2025-04-28 15:33:43,552 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:11:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6763, top5_acc: 0.9344, loss_cls: 4.5690, loss: 4.5690 2025-04-28 15:34:26,122 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:10:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6687, top5_acc: 0.9319, loss_cls: 4.5229, loss: 4.5229 2025-04-28 15:35:08,534 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:09:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9300, loss_cls: 4.5511, loss: 4.5511 2025-04-28 15:35:50,926 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:07:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6544, top5_acc: 0.9306, loss_cls: 4.6148, loss: 4.6148 2025-04-28 15:36:33,452 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:06:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6706, top5_acc: 0.9300, loss_cls: 4.5481, loss: 4.5481 2025-04-28 15:37:16,046 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:05:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9250, loss_cls: 4.5737, loss: 4.5737 2025-04-28 15:37:58,544 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:04:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6800, top5_acc: 0.9413, loss_cls: 4.5195, loss: 4.5195 2025-04-28 15:38:41,051 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:02:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6744, top5_acc: 0.9394, loss_cls: 4.4891, loss: 4.4891 2025-04-28 15:39:23,419 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:01:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9319, loss_cls: 4.5456, loss: 4.5456 2025-04-28 15:40:05,873 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:00:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6750, top5_acc: 0.9313, loss_cls: 4.3801, loss: 4.3801 2025-04-28 15:40:48,393 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 19:58:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9356, loss_cls: 4.4444, loss: 4.4444 2025-04-28 15:41:30,905 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 19:57:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9300, loss_cls: 4.5033, loss: 4.5033 2025-04-28 15:42:13,420 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 19:56:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6687, top5_acc: 0.9431, loss_cls: 4.5385, loss: 4.5385 2025-04-28 15:42:55,937 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 19:55:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6681, top5_acc: 0.9375, loss_cls: 4.5327, loss: 4.5327 2025-04-28 15:43:38,404 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 19:54:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9331, loss_cls: 4.3570, loss: 4.3570 2025-04-28 15:44:20,992 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 19:53:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9431, loss_cls: 4.4801, loss: 4.4801 2025-04-28 15:45:03,312 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 19:51:45, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9425, loss_cls: 4.3751, loss: 4.3751 2025-04-28 15:45:45,819 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 19:50:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 4.3373, loss: 4.3373 2025-04-28 15:46:27,909 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 19:49:14, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 4.2891, loss: 4.2891 2025-04-28 15:47:10,138 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 19:47:57, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9456, loss_cls: 4.3446, loss: 4.3446 2025-04-28 15:47:52,739 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 19:46:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9419, loss_cls: 4.2628, loss: 4.2628 2025-04-28 15:48:35,382 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 19:45:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9425, loss_cls: 4.2911, loss: 4.2911 2025-04-28 15:49:17,911 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 19:44:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9394, loss_cls: 4.3053, loss: 4.3053 2025-04-28 15:50:00,426 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 19:43:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9425, loss_cls: 4.3150, loss: 4.3150 2025-04-28 15:50:03,595 - pyskl - INFO - Saving checkpoint at 5 epochs 2025-04-28 15:51:19,926 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 15:51:19,995 - pyskl - INFO - top1_acc 0.6293 top5_acc 0.9006 2025-04-28 15:51:20,046 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_4.pth was removed 2025-04-28 15:51:21,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2025-04-28 15:51:21,077 - pyskl - INFO - Best top1_acc is 0.6293 at 5 epoch. 2025-04-28 15:51:21,080 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6293, top5_acc: 0.9006 2025-04-28 15:52:25,735 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 19:51:46, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9431, loss_cls: 4.3313, loss: 4.3313 2025-04-28 15:53:08,262 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 19:50:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9550, loss_cls: 4.1737, loss: 4.1737 2025-04-28 15:53:50,727 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 19:49:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9513, loss_cls: 4.1120, loss: 4.1120 2025-04-28 15:54:33,247 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 19:48:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9431, loss_cls: 4.2679, loss: 4.2679 2025-04-28 15:55:15,762 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 19:47:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9419, loss_cls: 4.2386, loss: 4.2386 2025-04-28 15:55:58,212 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 19:45:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9469, loss_cls: 4.3005, loss: 4.3005 2025-04-28 15:56:40,711 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 19:44:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 4.1938, loss: 4.1938 2025-04-28 15:57:23,110 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 19:43:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9494, loss_cls: 4.2758, loss: 4.2758 2025-04-28 15:58:05,516 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 19:42:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9369, loss_cls: 4.2575, loss: 4.2575 2025-04-28 15:58:47,934 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 19:41:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9544, loss_cls: 4.1174, loss: 4.1174 2025-04-28 15:59:30,379 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:40:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9406, loss_cls: 4.3246, loss: 4.3246 2025-04-28 16:00:12,841 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:38:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9450, loss_cls: 4.2590, loss: 4.2590 2025-04-28 16:00:55,263 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:37:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9463, loss_cls: 4.2362, loss: 4.2362 2025-04-28 16:01:37,739 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:36:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9456, loss_cls: 4.2875, loss: 4.2875 2025-04-28 16:02:20,114 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:35:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 4.2163, loss: 4.2163 2025-04-28 16:03:02,479 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:34:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9606, loss_cls: 4.1549, loss: 4.1549 2025-04-28 16:03:44,908 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:33:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9525, loss_cls: 4.0826, loss: 4.0826 2025-04-28 16:04:27,603 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:32:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 4.0582, loss: 4.0582 2025-04-28 16:05:10,176 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:31:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.2430, loss: 4.2430 2025-04-28 16:05:52,659 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:30:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9506, loss_cls: 4.2220, loss: 4.2220 2025-04-28 16:06:35,274 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:29:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9513, loss_cls: 4.2269, loss: 4.2269 2025-04-28 16:07:17,991 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:28:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9500, loss_cls: 4.1006, loss: 4.1006 2025-04-28 16:08:00,715 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:27:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9537, loss_cls: 4.1398, loss: 4.1398 2025-04-28 16:08:43,382 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:26:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 4.0933, loss: 4.0933 2025-04-28 16:09:25,867 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:25:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9544, loss_cls: 4.2198, loss: 4.2198 2025-04-28 16:09:29,173 - pyskl - INFO - Saving checkpoint at 6 epochs 2025-04-28 16:10:45,689 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 16:10:45,759 - pyskl - INFO - top1_acc 0.6550 top5_acc 0.9131 2025-04-28 16:10:45,813 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_5.pth was removed 2025-04-28 16:10:46,882 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2025-04-28 16:10:46,883 - pyskl - INFO - Best top1_acc is 0.6550 at 6 epoch. 2025-04-28 16:10:46,885 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6550, top5_acc: 0.9131 2025-04-28 16:11:51,734 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:31:53, time: 0.648, data_time: 0.224, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 3.8772, loss: 3.8772 2025-04-28 16:12:34,181 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:30:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 4.0077, loss: 4.0077 2025-04-28 16:13:16,711 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:29:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9544, loss_cls: 4.0655, loss: 4.0655 2025-04-28 16:13:59,112 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:28:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.0327, loss: 4.0327 2025-04-28 16:14:41,560 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:27:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7100, top5_acc: 0.9563, loss_cls: 4.0454, loss: 4.0454 2025-04-28 16:15:23,899 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:26:20, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9606, loss_cls: 4.0435, loss: 4.0435 2025-04-28 16:16:06,412 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:25:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 4.0369, loss: 4.0369 2025-04-28 16:16:48,894 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:24:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9575, loss_cls: 4.0549, loss: 4.0549 2025-04-28 16:17:31,198 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:23:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9556, loss_cls: 3.9770, loss: 3.9770 2025-04-28 16:18:13,737 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:22:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9563, loss_cls: 3.9717, loss: 3.9717 2025-04-28 16:18:56,227 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:20:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9494, loss_cls: 4.1659, loss: 4.1659 2025-04-28 16:19:38,839 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:19:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9544, loss_cls: 4.0764, loss: 4.0764 2025-04-28 16:20:21,362 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:18:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1416, loss: 4.1416 2025-04-28 16:21:03,788 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:17:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9594, loss_cls: 4.0077, loss: 4.0077 2025-04-28 16:21:46,313 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:16:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.0294, loss: 4.0294 2025-04-28 16:22:28,845 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:15:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 4.0729, loss: 4.0729 2025-04-28 16:23:11,389 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:14:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9663, loss_cls: 3.8660, loss: 3.8660 2025-04-28 16:23:53,956 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:13:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.0018, loss: 4.0018 2025-04-28 16:24:36,496 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:12:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9625, loss_cls: 3.9053, loss: 3.9053 2025-04-28 16:25:18,889 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:11:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 4.0325, loss: 4.0325 2025-04-28 16:26:01,452 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:10:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9556, loss_cls: 4.0530, loss: 4.0530 2025-04-28 16:26:44,081 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:09:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 4.1262, loss: 4.1262 2025-04-28 16:27:26,380 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:08:43, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 3.9304, loss: 3.9304 2025-04-28 16:28:08,998 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:07:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.9569, loss: 3.9569 2025-04-28 16:28:51,536 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:06:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9600, loss_cls: 4.0133, loss: 4.0133 2025-04-28 16:28:54,821 - pyskl - INFO - Saving checkpoint at 7 epochs 2025-04-28 16:30:11,508 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 16:30:11,575 - pyskl - INFO - top1_acc 0.6839 top5_acc 0.9326 2025-04-28 16:30:11,625 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_6.pth was removed 2025-04-28 16:30:12,657 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2025-04-28 16:30:12,658 - pyskl - INFO - Best top1_acc is 0.6839 at 7 epoch. 2025-04-28 16:30:12,660 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.6839, top5_acc: 0.9326 2025-04-28 16:31:17,510 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:12:24, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 3.7563, loss: 3.7563 2025-04-28 16:32:00,102 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:11:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 3.8513, loss: 3.8513 2025-04-28 16:32:42,662 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:10:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.0018, loss: 4.0018 2025-04-28 16:33:25,175 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:09:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 4.0580, loss: 4.0580 2025-04-28 16:34:07,663 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:08:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9550, loss_cls: 3.9739, loss: 3.9739 2025-04-28 16:34:50,119 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:07:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.8418, loss: 3.8418 2025-04-28 16:35:32,554 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:06:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9600, loss_cls: 3.8907, loss: 3.8907 2025-04-28 16:36:15,071 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:05:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 4.0092, loss: 4.0092 2025-04-28 16:36:57,528 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:04:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 3.9264, loss: 3.9264 2025-04-28 16:37:40,089 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:03:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.0433, loss: 4.0433 2025-04-28 16:38:22,671 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:02:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 3.8874, loss: 3.8874 2025-04-28 16:39:05,191 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:01:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9606, loss_cls: 3.8983, loss: 3.8983 2025-04-28 16:39:47,768 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:00:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 3.6985, loss: 3.6985 2025-04-28 16:40:30,391 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 18:59:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 3.9269, loss: 3.9269 2025-04-28 16:41:13,006 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 18:58:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 3.7827, loss: 3.7827 2025-04-28 16:41:55,607 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 18:57:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 3.8917, loss: 3.8917 2025-04-28 16:42:38,212 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 18:56:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9688, loss_cls: 3.8376, loss: 3.8376 2025-04-28 16:43:20,884 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 18:55:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.7359, loss: 3.7359 2025-04-28 16:44:03,422 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 18:54:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.8400, loss: 3.8400 2025-04-28 16:44:46,008 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 18:53:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 3.8371, loss: 3.8371 2025-04-28 16:45:28,614 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 18:52:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 3.8673, loss: 3.8673 2025-04-28 16:46:11,204 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 18:51:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9563, loss_cls: 3.9409, loss: 3.9409 2025-04-28 16:46:53,781 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 18:50:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9637, loss_cls: 3.7885, loss: 3.7885 2025-04-28 16:47:36,492 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 18:49:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9619, loss_cls: 3.9259, loss: 3.9259 2025-04-28 16:48:19,031 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 18:48:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.8348, loss: 3.8348 2025-04-28 16:48:22,180 - pyskl - INFO - Saving checkpoint at 8 epochs 2025-04-28 16:49:38,609 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 16:49:38,678 - pyskl - INFO - top1_acc 0.6868 top5_acc 0.9310 2025-04-28 16:49:38,728 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_7.pth was removed 2025-04-28 16:49:39,751 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2025-04-28 16:49:39,752 - pyskl - INFO - Best top1_acc is 0.6868 at 8 epoch. 2025-04-28 16:49:39,754 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.6868, top5_acc: 0.9310 2025-04-28 16:50:44,171 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 18:53:39, time: 0.644, data_time: 0.219, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9712, loss_cls: 3.6837, loss: 3.6837 2025-04-28 16:51:26,627 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 18:52:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.8853, loss: 3.8853 2025-04-28 16:52:09,111 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 18:51:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 3.9122, loss: 3.9122 2025-04-28 16:52:51,635 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 18:50:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 3.7981, loss: 3.7981 2025-04-28 16:53:34,036 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 18:49:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9619, loss_cls: 3.9417, loss: 3.9417 2025-04-28 16:54:16,540 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 18:48:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.8171, loss: 3.8171 2025-04-28 16:54:58,939 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 18:47:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.8435, loss: 3.8435 2025-04-28 16:55:41,366 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 18:46:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9587, loss_cls: 3.8902, loss: 3.8902 2025-04-28 16:56:23,822 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 18:45:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.6967, loss: 3.6967 2025-04-28 16:57:06,280 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 18:44:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 3.9644, loss: 3.9644 2025-04-28 16:57:48,687 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 18:43:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9613, loss_cls: 3.8392, loss: 3.8392 2025-04-28 16:58:31,130 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 18:42:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 3.8886, loss: 3.8886 2025-04-28 16:59:13,635 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 18:41:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 3.9180, loss: 3.9180 2025-04-28 16:59:56,022 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 18:40:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 3.8945, loss: 3.8945 2025-04-28 17:00:38,526 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 18:39:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 3.7456, loss: 3.7456 2025-04-28 17:01:20,962 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:38:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 3.8412, loss: 3.8412 2025-04-28 17:02:03,394 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:37:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.5810, loss: 3.5810 2025-04-28 17:02:45,870 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:36:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 3.8864, loss: 3.8864 2025-04-28 17:03:28,370 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:36:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 3.7999, loss: 3.7999 2025-04-28 17:04:10,824 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:35:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 3.7271, loss: 3.7271 2025-04-28 17:04:53,290 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:34:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 3.7942, loss: 3.7942 2025-04-28 17:05:35,875 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:33:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.8025, loss: 3.8025 2025-04-28 17:06:18,327 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:32:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 3.7057, loss: 3.7057 2025-04-28 17:07:00,843 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:31:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7804, loss: 3.7804 2025-04-28 17:07:43,342 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:30:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.8086, loss: 3.8086 2025-04-28 17:07:46,430 - pyskl - INFO - Saving checkpoint at 9 epochs 2025-04-28 17:09:02,764 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 17:09:02,831 - pyskl - INFO - top1_acc 0.6990 top5_acc 0.9313 2025-04-28 17:09:02,882 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_8.pth was removed 2025-04-28 17:09:03,904 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2025-04-28 17:09:03,905 - pyskl - INFO - Best top1_acc is 0.6990 at 9 epoch. 2025-04-28 17:09:03,907 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6990, top5_acc: 0.9313 2025-04-28 17:10:08,661 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:34:31, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.7900, loss: 3.7900 2025-04-28 17:10:51,016 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:33:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 3.6827, loss: 3.6827 2025-04-28 17:11:33,527 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:32:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9719, loss_cls: 3.6628, loss: 3.6628 2025-04-28 17:12:15,947 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:31:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 3.7283, loss: 3.7283 2025-04-28 17:12:58,525 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:30:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 3.7763, loss: 3.7763 2025-04-28 17:13:41,036 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:29:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9631, loss_cls: 3.8316, loss: 3.8316 2025-04-28 17:14:23,562 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:28:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.7263, loss: 3.7263 2025-04-28 17:15:06,008 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:27:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9525, loss_cls: 3.6736, loss: 3.6736 2025-04-28 17:15:48,512 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:26:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 3.7758, loss: 3.7758 2025-04-28 17:16:30,967 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:25:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.6493, loss: 3.6493 2025-04-28 17:17:13,448 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:25:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 3.7088, loss: 3.7088 2025-04-28 17:17:55,972 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:24:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 3.7823, loss: 3.7823 2025-04-28 17:18:38,474 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:23:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 3.7046, loss: 3.7046 2025-04-28 17:19:21,063 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:22:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9613, loss_cls: 3.7656, loss: 3.7656 2025-04-28 17:20:03,547 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:21:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.7511, loss: 3.7511 2025-04-28 17:20:46,064 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:20:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9644, loss_cls: 3.8223, loss: 3.8223 2025-04-28 17:21:28,507 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:19:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 3.7855, loss: 3.7855 2025-04-28 17:22:11,037 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:18:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9712, loss_cls: 3.7183, loss: 3.7183 2025-04-28 17:22:53,522 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:17:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.7480, loss: 3.7480 2025-04-28 17:23:35,919 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:16:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9706, loss_cls: 3.6871, loss: 3.6871 2025-04-28 17:24:18,487 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:15:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.6607, loss: 3.6607 2025-04-28 17:25:01,050 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:14:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.7375, loss: 3.7375 2025-04-28 17:25:43,600 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:13:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9756, loss_cls: 3.6286, loss: 3.6286 2025-04-28 17:26:26,090 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:13:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.6597, loss: 3.6597 2025-04-28 17:27:08,632 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:12:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9656, loss_cls: 3.6076, loss: 3.6076 2025-04-28 17:27:11,755 - pyskl - INFO - Saving checkpoint at 10 epochs 2025-04-28 17:28:28,767 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 17:28:28,835 - pyskl - INFO - top1_acc 0.7513 top5_acc 0.9449 2025-04-28 17:28:28,888 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_9.pth was removed 2025-04-28 17:28:29,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2025-04-28 17:28:29,944 - pyskl - INFO - Best top1_acc is 0.7513 at 10 epoch. 2025-04-28 17:28:29,946 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7513, top5_acc: 0.9449 2025-04-28 17:29:34,459 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:15:44, time: 0.645, data_time: 0.220, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.6704, loss: 3.6704 2025-04-28 17:30:16,989 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:14:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.5760, loss: 3.5760 2025-04-28 17:30:59,487 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:13:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 3.6821, loss: 3.6821 2025-04-28 17:31:42,032 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:12:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 3.6280, loss: 3.6280 2025-04-28 17:32:24,615 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:12:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 3.7352, loss: 3.7352 2025-04-28 17:33:07,171 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:11:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 3.6814, loss: 3.6814 2025-04-28 17:33:49,774 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:10:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.7849, loss: 3.7849 2025-04-28 17:34:32,367 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:09:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.7290, loss: 3.7290 2025-04-28 17:35:14,956 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:08:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.6372, loss: 3.6372 2025-04-28 17:35:57,495 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:07:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7196, loss: 3.7196 2025-04-28 17:36:40,004 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:06:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.5693, loss: 3.5693 2025-04-28 17:37:22,430 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:05:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 3.6064, loss: 3.6064 2025-04-28 17:38:04,934 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:04:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.6817, loss: 3.6817 2025-04-28 17:38:47,330 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:03:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 3.5649, loss: 3.5649 2025-04-28 17:39:29,832 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:03:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9681, loss_cls: 3.7302, loss: 3.7302 2025-04-28 17:40:12,321 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:02:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.6162, loss: 3.6162 2025-04-28 17:40:54,795 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:01:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.6673, loss: 3.6673 2025-04-28 17:41:37,299 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:00:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9681, loss_cls: 3.6755, loss: 3.6755 2025-04-28 17:42:19,873 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 17:59:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 3.6525, loss: 3.6525 2025-04-28 17:43:02,520 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 17:58:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5872, loss: 3.5872 2025-04-28 17:43:44,963 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 17:57:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9731, loss_cls: 3.5543, loss: 3.5543 2025-04-28 17:44:27,712 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 17:56:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.5145, loss: 3.5145 2025-04-28 17:45:10,464 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 17:55:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 3.6897, loss: 3.6897 2025-04-28 17:45:53,202 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 17:55:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 3.7157, loss: 3.7157 2025-04-28 17:46:35,853 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 17:54:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5242, loss: 3.5242 2025-04-28 17:46:38,981 - pyskl - INFO - Saving checkpoint at 11 epochs 2025-04-28 17:47:55,589 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 17:47:55,656 - pyskl - INFO - top1_acc 0.7397 top5_acc 0.9396 2025-04-28 17:47:55,659 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7397, top5_acc: 0.9396 2025-04-28 17:49:00,329 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 17:57:24, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.5212, loss: 3.5212 2025-04-28 17:49:42,777 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 17:56:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.6786, loss: 3.6786 2025-04-28 17:50:25,245 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 17:55:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.5328, loss: 3.5328 2025-04-28 17:51:07,663 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 17:54:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 3.6820, loss: 3.6820 2025-04-28 17:51:50,156 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 17:53:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.5913, loss: 3.5913 2025-04-28 17:52:32,734 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 17:52:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9700, loss_cls: 3.7117, loss: 3.7117 2025-04-28 17:53:15,267 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 17:51:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.5919, loss: 3.5919 2025-04-28 17:53:57,824 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 17:51:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9769, loss_cls: 3.5182, loss: 3.5182 2025-04-28 17:54:40,502 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 17:50:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.5859, loss: 3.5859 2025-04-28 17:55:23,131 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 17:49:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.6969, loss: 3.6969 2025-04-28 17:56:05,780 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 17:48:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.6223, loss: 3.6223 2025-04-28 17:56:48,363 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 17:47:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.5553, loss: 3.5553 2025-04-28 17:57:30,962 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 17:46:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 3.5942, loss: 3.5942 2025-04-28 17:58:13,663 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 17:45:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.6606, loss: 3.6606 2025-04-28 17:58:56,414 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 17:45:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.6059, loss: 3.6059 2025-04-28 17:59:38,911 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 17:44:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 3.5083, loss: 3.5083 2025-04-28 18:00:21,563 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 17:43:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.6505, loss: 3.6505 2025-04-28 18:01:04,047 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 17:42:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.6046, loss: 3.6046 2025-04-28 18:01:46,613 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 17:41:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.6930, loss: 3.6930 2025-04-28 18:02:29,185 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 17:40:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 3.6081, loss: 3.6081 2025-04-28 18:03:11,831 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 17:39:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.6114, loss: 3.6114 2025-04-28 18:03:54,468 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 17:38:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6475, loss: 3.6475 2025-04-28 18:04:37,070 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:38:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.3776, loss: 3.3776 2025-04-28 18:05:19,729 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:37:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.5979, loss: 3.5979 2025-04-28 18:06:02,311 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:36:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.6413, loss: 3.6413 2025-04-28 18:06:05,411 - pyskl - INFO - Saving checkpoint at 12 epochs 2025-04-28 18:07:22,092 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 18:07:22,160 - pyskl - INFO - top1_acc 0.6965 top5_acc 0.9371 2025-04-28 18:07:22,162 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.6965, top5_acc: 0.9371 2025-04-28 18:08:27,043 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 17:39:16, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.4534, loss: 3.4534 2025-04-28 18:09:09,483 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:38:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.5680, loss: 3.5680 2025-04-28 18:09:51,916 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:37:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 3.5775, loss: 3.5775 2025-04-28 18:10:34,397 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:36:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.5548, loss: 3.5548 2025-04-28 18:11:16,882 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:35:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.4747, loss: 3.4747 2025-04-28 18:11:59,536 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:34:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4799, loss: 3.4799 2025-04-28 18:12:42,181 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:33:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.5194, loss: 3.5194 2025-04-28 18:13:24,730 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:33:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.6342, loss: 3.6342 2025-04-28 18:14:07,329 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:32:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.6710, loss: 3.6710 2025-04-28 18:14:49,908 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:31:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 3.4811, loss: 3.4811 2025-04-28 18:15:32,394 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:30:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.5615, loss: 3.5615 2025-04-28 18:16:14,838 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:29:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 3.5777, loss: 3.5777 2025-04-28 18:16:57,255 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:28:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 3.5778, loss: 3.5778 2025-04-28 18:17:39,805 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:27:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.6215, loss: 3.6215 2025-04-28 18:18:22,299 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:26:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9725, loss_cls: 3.5656, loss: 3.5656 2025-04-28 18:19:04,799 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:26:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.6060, loss: 3.6060 2025-04-28 18:19:47,280 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:25:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.6228, loss: 3.6228 2025-04-28 18:20:29,625 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:24:19, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9750, loss_cls: 3.5832, loss: 3.5832 2025-04-28 18:21:12,021 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:23:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9781, loss_cls: 3.4244, loss: 3.4244 2025-04-28 18:21:54,499 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:22:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.5727, loss: 3.5727 2025-04-28 18:22:36,993 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:21:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.5673, loss: 3.5673 2025-04-28 18:23:19,488 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:20:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9750, loss_cls: 3.5819, loss: 3.5819 2025-04-28 18:24:02,087 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:19:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.6635, loss: 3.6635 2025-04-28 18:24:44,678 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:19:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.6032, loss: 3.6032 2025-04-28 18:25:27,199 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:18:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.4930, loss: 3.4930 2025-04-28 18:25:30,334 - pyskl - INFO - Saving checkpoint at 13 epochs 2025-04-28 18:26:47,387 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 18:26:47,454 - pyskl - INFO - top1_acc 0.7577 top5_acc 0.9566 2025-04-28 18:26:47,509 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_10.pth was removed 2025-04-28 18:26:48,587 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2025-04-28 18:26:48,588 - pyskl - INFO - Best top1_acc is 0.7577 at 13 epoch. 2025-04-28 18:26:48,590 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7577, top5_acc: 0.9566 2025-04-28 18:27:53,904 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:20:53, time: 0.653, data_time: 0.226, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5481, loss: 3.5481 2025-04-28 18:28:36,619 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:20:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 3.4015, loss: 3.4015 2025-04-28 18:29:19,213 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:19:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.4139, loss: 3.4139 2025-04-28 18:30:01,767 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:18:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.5075, loss: 3.5075 2025-04-28 18:30:44,315 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:17:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.4968, loss: 3.4968 2025-04-28 18:31:26,774 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:16:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.5511, loss: 3.5511 2025-04-28 18:32:09,287 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:15:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.4106, loss: 3.4106 2025-04-28 18:32:51,937 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:14:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.5346, loss: 3.5346 2025-04-28 18:33:34,478 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:14:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.5889, loss: 3.5889 2025-04-28 18:34:16,999 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:13:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.5225, loss: 3.5225 2025-04-28 18:34:59,591 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:12:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.5479, loss: 3.5479 2025-04-28 18:35:42,100 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:11:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.4874, loss: 3.4874 2025-04-28 18:36:24,643 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:10:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.4224, loss: 3.4224 2025-04-28 18:37:07,211 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:09:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.4962, loss: 3.4962 2025-04-28 18:37:49,830 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:08:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.5203, loss: 3.5203 2025-04-28 18:38:32,358 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:08:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.5168, loss: 3.5168 2025-04-28 18:39:14,855 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:07:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 3.4419, loss: 3.4419 2025-04-28 18:39:57,384 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:06:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 3.4275, loss: 3.4275 2025-04-28 18:40:39,887 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:05:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9794, loss_cls: 3.4740, loss: 3.4740 2025-04-28 18:41:22,364 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:04:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 3.6218, loss: 3.6218 2025-04-28 18:42:04,862 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:03:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.5120, loss: 3.5120 2025-04-28 18:42:47,358 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:02:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5086, loss: 3.5086 2025-04-28 18:43:29,800 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:02:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4681, loss: 3.4681 2025-04-28 18:44:12,407 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:01:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.4655, loss: 3.4655 2025-04-28 18:44:55,015 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:00:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 3.4643, loss: 3.4643 2025-04-28 18:44:58,186 - pyskl - INFO - Saving checkpoint at 14 epochs 2025-04-28 18:46:14,806 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 18:46:14,873 - pyskl - INFO - top1_acc 0.7483 top5_acc 0.9498 2025-04-28 18:46:14,876 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7483, top5_acc: 0.9498 2025-04-28 18:47:20,354 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:02:44, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.5890, loss: 3.5890 2025-04-28 18:48:02,856 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:01:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.5089, loss: 3.5089 2025-04-28 18:48:45,479 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:01:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.4207, loss: 3.4207 2025-04-28 18:49:28,166 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:00:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.3841, loss: 3.3841 2025-04-28 18:50:10,822 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 16:59:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.4342, loss: 3.4342 2025-04-28 18:50:53,383 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 16:58:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.4930, loss: 3.4930 2025-04-28 18:51:35,960 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 16:57:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.4510, loss: 3.4510 2025-04-28 18:52:18,600 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 16:56:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.4556, loss: 3.4556 2025-04-28 18:53:01,215 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 16:55:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.4768, loss: 3.4768 2025-04-28 18:53:43,768 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 16:55:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.4975, loss: 3.4975 2025-04-28 18:54:26,555 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 16:54:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.4537, loss: 3.4537 2025-04-28 18:55:09,295 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 16:53:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.5204, loss: 3.5204 2025-04-28 18:55:52,007 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 16:52:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.3658, loss: 3.3658 2025-04-28 18:56:34,651 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 16:51:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.4401, loss: 3.4401 2025-04-28 18:57:17,336 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 16:51:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.3559, loss: 3.3559 2025-04-28 18:57:59,964 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 16:50:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.4076, loss: 3.4076 2025-04-28 18:58:42,726 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 16:49:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.4475, loss: 3.4475 2025-04-28 18:59:25,503 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 16:48:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9731, loss_cls: 3.5219, loss: 3.5219 2025-04-28 19:00:08,328 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 16:47:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9769, loss_cls: 3.4690, loss: 3.4690 2025-04-28 19:00:50,962 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 16:46:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.5001, loss: 3.5001 2025-04-28 19:01:33,570 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 16:46:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.4487, loss: 3.4487 2025-04-28 19:02:16,195 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 16:45:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.5130, loss: 3.5130 2025-04-28 19:02:58,698 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 16:44:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.5267, loss: 3.5267 2025-04-28 19:03:41,340 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 16:43:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 3.4799, loss: 3.4799 2025-04-28 19:04:23,920 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 16:42:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.4610, loss: 3.4610 2025-04-28 19:04:27,190 - pyskl - INFO - Saving checkpoint at 15 epochs 2025-04-28 19:05:44,527 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 19:05:44,593 - pyskl - INFO - top1_acc 0.6723 top5_acc 0.8989 2025-04-28 19:05:44,596 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.6723, top5_acc: 0.8989 2025-04-28 19:06:49,687 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 16:44:53, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.4933, loss: 3.4933 2025-04-28 19:07:32,164 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 16:44:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 3.4295, loss: 3.4295 2025-04-28 19:08:14,807 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 16:43:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.4933, loss: 3.4933 2025-04-28 19:08:57,311 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 16:42:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 3.4229, loss: 3.4229 2025-04-28 19:09:39,985 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 16:41:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9756, loss_cls: 3.4162, loss: 3.4162 2025-04-28 19:10:22,521 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 16:40:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9838, loss_cls: 3.3988, loss: 3.3988 2025-04-28 19:11:04,964 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:39:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3695, loss: 3.3695 2025-04-28 19:11:47,509 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:38:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.4695, loss: 3.4695 2025-04-28 19:12:29,975 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:38:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.3362, loss: 3.3362 2025-04-28 19:13:12,607 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:37:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.4957, loss: 3.4957 2025-04-28 19:13:55,179 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:36:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.5121, loss: 3.5121 2025-04-28 19:14:37,809 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:35:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.3831, loss: 3.3831 2025-04-28 19:15:20,316 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:34:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.4758, loss: 3.4758 2025-04-28 19:16:02,897 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:33:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.4016, loss: 3.4016 2025-04-28 19:16:45,442 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:33:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4469, loss: 3.4469 2025-04-28 19:17:28,014 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:32:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.4069, loss: 3.4069 2025-04-28 19:18:10,580 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:31:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.4256, loss: 3.4256 2025-04-28 19:18:53,189 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:30:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9769, loss_cls: 3.4371, loss: 3.4371 2025-04-28 19:19:35,660 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:29:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9719, loss_cls: 3.6648, loss: 3.6648 2025-04-28 19:20:18,235 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:28:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 3.4423, loss: 3.4423 2025-04-28 19:21:00,812 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:28:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.2701, loss: 3.2701 2025-04-28 19:21:43,458 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:27:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.5603, loss: 3.5603 2025-04-28 19:22:25,990 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:26:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.4581, loss: 3.4581 2025-04-28 19:23:08,490 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:25:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.3651, loss: 3.3651 2025-04-28 19:23:51,075 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:24:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.3965, loss: 3.3965 2025-04-28 19:23:54,462 - pyskl - INFO - Saving checkpoint at 16 epochs 2025-04-28 19:25:11,413 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 19:25:11,481 - pyskl - INFO - top1_acc 0.7722 top5_acc 0.9601 2025-04-28 19:25:11,534 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_13.pth was removed 2025-04-28 19:25:12,603 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2025-04-28 19:25:12,604 - pyskl - INFO - Best top1_acc is 0.7722 at 16 epoch. 2025-04-28 19:25:12,607 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7722, top5_acc: 0.9601 2025-04-28 19:26:18,384 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:26:48, time: 0.658, data_time: 0.231, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.4329, loss: 3.4329 2025-04-28 19:27:01,069 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:25:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 3.2631, loss: 3.2631 2025-04-28 19:27:43,648 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:25:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.3584, loss: 3.3584 2025-04-28 19:28:26,162 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:24:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.4089, loss: 3.4089 2025-04-28 19:29:08,752 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:23:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.4146, loss: 3.4146 2025-04-28 19:29:51,322 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:22:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.3082, loss: 3.3082 2025-04-28 19:30:33,855 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:21:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3871, loss: 3.3871 2025-04-28 19:31:16,461 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:20:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.4794, loss: 3.4794 2025-04-28 19:31:59,014 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:20:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.4305, loss: 3.4305 2025-04-28 19:32:41,487 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:19:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9800, loss_cls: 3.3041, loss: 3.3041 2025-04-28 19:33:24,049 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:18:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.4202, loss: 3.4202 2025-04-28 19:34:06,636 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:17:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.4324, loss: 3.4324 2025-04-28 19:34:49,231 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:16:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.3919, loss: 3.3919 2025-04-28 19:35:31,742 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:15:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.4957, loss: 3.4957 2025-04-28 19:36:14,285 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:15:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 3.5514, loss: 3.5514 2025-04-28 19:36:56,794 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:14:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9775, loss_cls: 3.3883, loss: 3.3883 2025-04-28 19:37:39,368 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:13:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.2788, loss: 3.2788 2025-04-28 19:38:21,919 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:12:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.4110, loss: 3.4110 2025-04-28 19:39:04,467 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:11:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9794, loss_cls: 3.4037, loss: 3.4037 2025-04-28 19:39:47,104 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:11:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.4642, loss: 3.4642 2025-04-28 19:40:29,738 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:10:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.3999, loss: 3.3999 2025-04-28 19:41:12,432 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.4319, loss: 3.4319 2025-04-28 19:41:55,202 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:08:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.3882, loss: 3.3882 2025-04-28 19:42:37,782 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:07:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 3.4272, loss: 3.4272 2025-04-28 19:43:20,336 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:06:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.2792, loss: 3.2792 2025-04-28 19:43:23,664 - pyskl - INFO - Saving checkpoint at 17 epochs 2025-04-28 19:44:40,622 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 19:44:40,690 - pyskl - INFO - top1_acc 0.7721 top5_acc 0.9515 2025-04-28 19:44:40,692 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7721, top5_acc: 0.9515 2025-04-28 19:45:46,662 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:08:48, time: 0.660, data_time: 0.232, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.3054, loss: 3.3054 2025-04-28 19:46:29,295 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:07:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.4096, loss: 3.4096 2025-04-28 19:47:11,868 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:07:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.2729, loss: 3.2729 2025-04-28 19:47:54,355 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:06:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 3.4385, loss: 3.4385 2025-04-28 19:48:36,957 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:05:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.4594, loss: 3.4594 2025-04-28 19:49:19,494 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:04:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3074, loss: 3.3074 2025-04-28 19:50:02,083 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:03:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9600, loss_cls: 3.3937, loss: 3.3937 2025-04-28 19:50:44,723 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:03:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.4542, loss: 3.4542 2025-04-28 19:51:27,192 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:02:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.3028, loss: 3.3028 2025-04-28 19:52:09,693 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:01:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.3839, loss: 3.3839 2025-04-28 19:52:52,226 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:00:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.3827, loss: 3.3827 2025-04-28 19:53:34,818 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 15:59:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.2676, loss: 3.2676 2025-04-28 19:54:17,315 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 15:58:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.3721, loss: 3.3721 2025-04-28 19:54:59,848 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 15:58:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 3.3441, loss: 3.3441 2025-04-28 19:55:42,373 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 15:57:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.3564, loss: 3.3564 2025-04-28 19:56:24,935 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 15:56:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.4751, loss: 3.4751 2025-04-28 19:57:07,450 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 15:55:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.1124, loss: 3.1124 2025-04-28 19:57:49,918 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 15:54:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.3853, loss: 3.3853 2025-04-28 19:58:32,403 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 15:53:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.5297, loss: 3.5297 2025-04-28 19:59:14,817 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 15:53:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 3.3486, loss: 3.3486 2025-04-28 19:59:57,271 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 15:52:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 3.5130, loss: 3.5130 2025-04-28 20:00:39,779 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 15:51:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 3.3404, loss: 3.3404 2025-04-28 20:01:22,366 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 15:50:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4150, loss: 3.4150 2025-04-28 20:02:04,998 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 15:49:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.3897, loss: 3.3897 2025-04-28 20:02:47,603 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 15:49:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.4724, loss: 3.4724 2025-04-28 20:02:50,811 - pyskl - INFO - Saving checkpoint at 18 epochs 2025-04-28 20:04:08,484 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 20:04:08,552 - pyskl - INFO - top1_acc 0.7365 top5_acc 0.9393 2025-04-28 20:04:08,555 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7365, top5_acc: 0.9393 2025-04-28 20:05:13,995 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 15:50:37, time: 0.654, data_time: 0.227, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.2444, loss: 3.2444 2025-04-28 20:05:56,596 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 15:49:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.3442, loss: 3.3442 2025-04-28 20:06:39,255 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 15:48:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9788, loss_cls: 3.3825, loss: 3.3825 2025-04-28 20:07:21,867 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 15:48:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.3190, loss: 3.3190 2025-04-28 20:08:04,514 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 15:47:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.5609, loss: 3.5609 2025-04-28 20:08:47,138 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 15:46:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.3480, loss: 3.3480 2025-04-28 20:09:29,607 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 15:45:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 3.5054, loss: 3.5054 2025-04-28 20:10:12,123 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 15:44:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.4607, loss: 3.4607 2025-04-28 20:10:54,651 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 15:44:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 3.2811, loss: 3.2811 2025-04-28 20:11:37,160 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 15:43:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.2866, loss: 3.2866 2025-04-28 20:12:19,695 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 15:42:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.3526, loss: 3.3526 2025-04-28 20:13:02,183 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 15:41:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9794, loss_cls: 3.3557, loss: 3.3557 2025-04-28 20:13:44,835 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:40:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.4081, loss: 3.4081 2025-04-28 20:14:27,375 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:39:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.2463, loss: 3.2463 2025-04-28 20:15:09,989 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:39:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.3553, loss: 3.3553 2025-04-28 20:15:52,566 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:38:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 3.3788, loss: 3.3788 2025-04-28 20:16:35,036 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:37:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4842, loss: 3.4842 2025-04-28 20:17:17,622 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:36:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.2932, loss: 3.2932 2025-04-28 20:18:00,179 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:35:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.2706, loss: 3.2706 2025-04-28 20:18:42,700 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:35:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3362, loss: 3.3362 2025-04-28 20:19:25,388 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:34:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.3142, loss: 3.3142 2025-04-28 20:20:07,940 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:33:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.2935, loss: 3.2935 2025-04-28 20:20:50,588 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:32:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.4246, loss: 3.4246 2025-04-28 20:21:33,319 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:31:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 3.3632, loss: 3.3632 2025-04-28 20:22:16,002 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:31:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.4297, loss: 3.4297 2025-04-28 20:22:19,314 - pyskl - INFO - Saving checkpoint at 19 epochs 2025-04-28 20:23:36,326 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 20:23:36,393 - pyskl - INFO - top1_acc 0.7956 top5_acc 0.9635 2025-04-28 20:23:36,442 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_16.pth was removed 2025-04-28 20:23:37,456 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2025-04-28 20:23:37,457 - pyskl - INFO - Best top1_acc is 0.7956 at 19 epoch. 2025-04-28 20:23:37,459 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7956, top5_acc: 0.9635 2025-04-28 20:24:42,607 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:32:31, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.1526, loss: 3.1526 2025-04-28 20:25:25,063 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:31:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.2908, loss: 3.2908 2025-04-28 20:26:07,490 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:30:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.2593, loss: 3.2593 2025-04-28 20:26:49,973 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:30:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.4043, loss: 3.4043 2025-04-28 20:27:32,494 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:29:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.4018, loss: 3.4018 2025-04-28 20:28:14,931 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:28:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.3828, loss: 3.3828 2025-04-28 20:28:57,510 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:27:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.2518, loss: 3.2518 2025-04-28 20:29:40,019 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:26:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.4378, loss: 3.4378 2025-04-28 20:30:22,539 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:25:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 3.3289, loss: 3.3289 2025-04-28 20:31:04,927 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:25:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.2425, loss: 3.2425 2025-04-28 20:31:47,347 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:24:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2058, loss: 3.2058 2025-04-28 20:32:29,847 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:23:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.2244, loss: 3.2244 2025-04-28 20:33:12,262 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:22:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.2795, loss: 3.2795 2025-04-28 20:33:54,738 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:21:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2794, loss: 3.2794 2025-04-28 20:34:37,181 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:20:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.3490, loss: 3.3490 2025-04-28 20:35:19,694 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:20:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.3440, loss: 3.3440 2025-04-28 20:36:02,186 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:19:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9756, loss_cls: 3.2850, loss: 3.2850 2025-04-28 20:36:44,759 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:18:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.4018, loss: 3.4018 2025-04-28 20:37:27,307 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:17:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.3658, loss: 3.3658 2025-04-28 20:38:09,740 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:16:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3198, loss: 3.3198 2025-04-28 20:38:52,241 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:16:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.1833, loss: 3.1833 2025-04-28 20:39:34,739 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:15:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2686, loss: 3.2686 2025-04-28 20:40:17,395 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:14:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.3710, loss: 3.3710 2025-04-28 20:41:00,103 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:13:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 3.3386, loss: 3.3386 2025-04-28 20:41:42,743 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:12:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.3423, loss: 3.3423 2025-04-28 20:41:46,088 - pyskl - INFO - Saving checkpoint at 20 epochs 2025-04-28 20:43:02,866 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 20:43:02,933 - pyskl - INFO - top1_acc 0.7569 top5_acc 0.9537 2025-04-28 20:43:02,936 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7569, top5_acc: 0.9537 2025-04-28 20:44:08,218 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:14:14, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.3089, loss: 3.3089 2025-04-28 20:44:50,926 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:13:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1441, loss: 3.1441 2025-04-28 20:45:33,443 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:12:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.1778, loss: 3.1778 2025-04-28 20:46:16,004 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:11:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.3125, loss: 3.3125 2025-04-28 20:46:58,563 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:11:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.2939, loss: 3.2939 2025-04-28 20:47:41,031 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:10:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.3394, loss: 3.3394 2025-04-28 20:48:23,550 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:09:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9812, loss_cls: 3.3941, loss: 3.3941 2025-04-28 20:49:06,091 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:08:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.1958, loss: 3.1958 2025-04-28 20:49:48,679 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:07:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.3115, loss: 3.3115 2025-04-28 20:50:31,278 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:06:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.3550, loss: 3.3550 2025-04-28 20:51:13,794 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:06:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4051, loss: 3.4051 2025-04-28 20:51:56,389 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:05:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.3270, loss: 3.3270 2025-04-28 20:52:38,988 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:04:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.2763, loss: 3.2763 2025-04-28 20:53:21,720 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:03:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.2240, loss: 3.2240 2025-04-28 20:54:04,404 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:02:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.2817, loss: 3.2817 2025-04-28 20:54:47,067 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:02:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2510, loss: 3.2510 2025-04-28 20:55:29,780 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:01:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.3139, loss: 3.3139 2025-04-28 20:56:12,357 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:00:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.3473, loss: 3.3473 2025-04-28 20:56:54,950 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 14:59:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.3296, loss: 3.3296 2025-04-28 20:57:37,522 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 14:58:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3321, loss: 3.3321 2025-04-28 20:58:20,084 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 14:58:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.3901, loss: 3.3901 2025-04-28 20:59:02,976 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 14:57:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.2004, loss: 3.2004 2025-04-28 20:59:45,719 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 14:56:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.2339, loss: 3.2339 2025-04-28 21:00:28,491 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 14:55:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2825, loss: 3.2825 2025-04-28 21:01:11,104 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 14:55:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.3911, loss: 3.3911 2025-04-28 21:01:14,401 - pyskl - INFO - Saving checkpoint at 21 epochs 2025-04-28 21:02:31,430 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 21:02:31,497 - pyskl - INFO - top1_acc 0.7732 top5_acc 0.9540 2025-04-28 21:02:31,499 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7732, top5_acc: 0.9540 2025-04-28 21:03:36,532 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 14:56:13, time: 0.650, data_time: 0.226, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.2310, loss: 3.2310 2025-04-28 21:04:18,959 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 14:55:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.0429, loss: 3.0429 2025-04-28 21:05:01,486 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 14:54:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.2117, loss: 3.2117 2025-04-28 21:05:43,935 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 14:53:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.4031, loss: 3.4031 2025-04-28 21:06:26,403 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 14:52:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.2406, loss: 3.2406 2025-04-28 21:07:08,866 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 14:52:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.2639, loss: 3.2639 2025-04-28 21:07:51,377 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 14:51:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.1906, loss: 3.1906 2025-04-28 21:08:33,863 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 14:50:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.2936, loss: 3.2936 2025-04-28 21:09:16,314 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 14:49:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.2298, loss: 3.2298 2025-04-28 21:09:58,756 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 14:48:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.4027, loss: 3.4027 2025-04-28 21:10:41,183 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 14:48:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.3611, loss: 3.3611 2025-04-28 21:11:23,581 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 14:47:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.2870, loss: 3.2870 2025-04-28 21:12:05,942 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 14:46:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.2471, loss: 3.2471 2025-04-28 21:12:48,382 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 14:45:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.3352, loss: 3.3352 2025-04-28 21:13:30,832 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 14:44:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.1633, loss: 3.1633 2025-04-28 21:14:13,434 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 14:44:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 3.3760, loss: 3.3760 2025-04-28 21:14:56,039 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 14:43:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.3255, loss: 3.3255 2025-04-28 21:15:38,599 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 14:42:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 3.2114, loss: 3.2114 2025-04-28 21:16:21,198 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:41:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.2625, loss: 3.2625 2025-04-28 21:17:03,691 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:40:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.2437, loss: 3.2437 2025-04-28 21:17:46,241 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:40:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 3.3569, loss: 3.3569 2025-04-28 21:18:28,858 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:39:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.2734, loss: 3.2734 2025-04-28 21:19:11,294 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:38:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 3.3216, loss: 3.3216 2025-04-28 21:19:53,832 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:37:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.2691, loss: 3.2691 2025-04-28 21:20:36,604 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:36:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.2981, loss: 3.2981 2025-04-28 21:20:39,891 - pyskl - INFO - Saving checkpoint at 22 epochs 2025-04-28 21:21:56,767 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 21:21:56,835 - pyskl - INFO - top1_acc 0.7334 top5_acc 0.9454 2025-04-28 21:21:56,838 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7334, top5_acc: 0.9454 2025-04-28 21:23:02,252 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:37:57, time: 0.654, data_time: 0.229, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.2354, loss: 3.2354 2025-04-28 21:23:44,921 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:37:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.1244, loss: 3.1244 2025-04-28 21:24:27,582 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:36:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 3.2038, loss: 3.2038 2025-04-28 21:25:10,145 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:35:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 3.1080, loss: 3.1080 2025-04-28 21:25:52,754 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:34:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.2507, loss: 3.2507 2025-04-28 21:26:35,343 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:33:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9819, loss_cls: 3.1960, loss: 3.1960 2025-04-28 21:27:17,873 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:33:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9806, loss_cls: 3.2215, loss: 3.2215 2025-04-28 21:28:00,377 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:32:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.3387, loss: 3.3387 2025-04-28 21:28:42,923 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:31:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.1295, loss: 3.1295 2025-04-28 21:29:25,460 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:30:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.2740, loss: 3.2740 2025-04-28 21:30:08,000 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:29:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.3072, loss: 3.3072 2025-04-28 21:30:50,458 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:29:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.2241, loss: 3.2241 2025-04-28 21:31:32,934 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:28:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.2760, loss: 3.2760 2025-04-28 21:32:15,476 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:27:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.3053, loss: 3.3053 2025-04-28 21:32:57,896 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:26:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.3309, loss: 3.3309 2025-04-28 21:33:40,440 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:25:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.3260, loss: 3.3260 2025-04-28 21:34:22,950 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:25:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3250, loss: 3.3250 2025-04-28 21:35:05,431 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:24:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.3601, loss: 3.3601 2025-04-28 21:35:47,959 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:23:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.1892, loss: 3.1892 2025-04-28 21:36:30,534 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:22:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.2557, loss: 3.2557 2025-04-28 21:37:13,174 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:21:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.2190, loss: 3.2190 2025-04-28 21:37:55,807 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:21:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.2822, loss: 3.2822 2025-04-28 21:38:38,596 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:20:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9812, loss_cls: 3.3488, loss: 3.3488 2025-04-28 21:39:21,195 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:19:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.2677, loss: 3.2677 2025-04-28 21:40:03,697 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:18:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.3954, loss: 3.3954 2025-04-28 21:40:06,976 - pyskl - INFO - Saving checkpoint at 23 epochs 2025-04-28 21:41:24,024 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 21:41:24,091 - pyskl - INFO - top1_acc 0.7585 top5_acc 0.9489 2025-04-28 21:41:24,094 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7585, top5_acc: 0.9489 2025-04-28 21:42:29,800 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:19:52, time: 0.657, data_time: 0.231, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.1742, loss: 3.1742 2025-04-28 21:43:12,416 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:19:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.2852, loss: 3.2852 2025-04-28 21:43:55,007 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:18:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1177, loss: 3.1177 2025-04-28 21:44:37,673 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:17:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.2294, loss: 3.2294 2025-04-28 21:45:20,263 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:16:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.1868, loss: 3.1868 2025-04-28 21:46:02,800 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:15:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.1575, loss: 3.1575 2025-04-28 21:46:45,352 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:15:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.1857, loss: 3.1857 2025-04-28 21:47:27,983 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:14:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.2743, loss: 3.2743 2025-04-28 21:48:10,603 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:13:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1973, loss: 3.1973 2025-04-28 21:48:53,160 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:12:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.2911, loss: 3.2911 2025-04-28 21:49:35,761 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:11:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.1537, loss: 3.1537 2025-04-28 21:50:18,379 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:11:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.1875, loss: 3.1875 2025-04-28 21:51:00,838 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:10:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9788, loss_cls: 3.3078, loss: 3.3078 2025-04-28 21:51:43,303 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:09:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.2701, loss: 3.2701 2025-04-28 21:52:25,829 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:08:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.2069, loss: 3.2069 2025-04-28 21:53:08,395 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:07:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.2329, loss: 3.2329 2025-04-28 21:53:50,947 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:07:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.3281, loss: 3.3281 2025-04-28 21:54:33,746 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:06:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1983, loss: 3.1983 2025-04-28 21:55:16,431 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:05:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.2654, loss: 3.2654 2025-04-28 21:55:58,950 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:04:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.2184, loss: 3.2184 2025-04-28 21:56:41,507 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:04:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.3325, loss: 3.3325 2025-04-28 21:57:24,027 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:03:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.2664, loss: 3.2664 2025-04-28 21:58:06,471 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:02:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.0996, loss: 3.0996 2025-04-28 21:58:49,113 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:01:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.2898, loss: 3.2898 2025-04-28 21:59:31,836 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:00:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.3967, loss: 3.3967 2025-04-28 21:59:35,089 - pyskl - INFO - Saving checkpoint at 24 epochs 2025-04-28 22:00:52,507 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 22:00:52,574 - pyskl - INFO - top1_acc 0.7646 top5_acc 0.9591 2025-04-28 22:00:52,577 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7646, top5_acc: 0.9591 2025-04-28 22:01:57,817 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:01:47, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.0120, loss: 3.0120 2025-04-28 22:02:40,572 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:01:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2301, loss: 3.2301 2025-04-28 22:03:23,304 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:00:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 3.1052, loss: 3.1052 2025-04-28 22:04:05,876 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 13:59:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.2684, loss: 3.2684 2025-04-28 22:04:48,502 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 13:58:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 3.2650, loss: 3.2650 2025-04-28 22:05:31,103 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 13:57:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 3.3562, loss: 3.3562 2025-04-28 22:06:13,782 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 13:57:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.3424, loss: 3.3424 2025-04-28 22:06:56,388 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 13:56:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.2292, loss: 3.2292 2025-04-28 22:07:38,995 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 13:55:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0848, loss: 3.0848 2025-04-28 22:08:21,588 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 13:54:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.2905, loss: 3.2905 2025-04-28 22:09:04,172 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 13:53:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.3520, loss: 3.3520 2025-04-28 22:09:46,744 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 13:53:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.2246, loss: 3.2246 2025-04-28 22:10:29,354 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 13:52:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 3.1826, loss: 3.1826 2025-04-28 22:11:11,979 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 13:51:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.1927, loss: 3.1927 2025-04-28 22:11:54,537 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 13:50:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.2850, loss: 3.2850 2025-04-28 22:12:37,169 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 13:49:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.0334, loss: 3.0334 2025-04-28 22:13:19,638 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 13:49:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.3234, loss: 3.3234 2025-04-28 22:14:02,350 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 13:48:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.1676, loss: 3.1676 2025-04-28 22:14:44,970 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 13:47:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.2971, loss: 3.2971 2025-04-28 22:15:27,584 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 13:46:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.2139, loss: 3.2139 2025-04-28 22:16:10,220 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 13:46:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.1427, loss: 3.1427 2025-04-28 22:16:52,914 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 13:45:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.2058, loss: 3.2058 2025-04-28 22:17:35,539 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 13:44:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.3850, loss: 3.3850 2025-04-28 22:18:18,194 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 13:43:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.2087, loss: 3.2087 2025-04-28 22:19:00,802 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:42:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.2540, loss: 3.2540 2025-04-28 22:19:04,100 - pyskl - INFO - Saving checkpoint at 25 epochs 2025-04-28 22:20:21,559 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 22:20:21,627 - pyskl - INFO - top1_acc 0.7283 top5_acc 0.9495 2025-04-28 22:20:21,629 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7283, top5_acc: 0.9495 2025-04-28 22:21:27,267 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 13:43:48, time: 0.656, data_time: 0.230, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.0222, loss: 3.0222 2025-04-28 22:22:09,942 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:43:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.1494, loss: 3.1494 2025-04-28 22:22:52,480 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:42:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1156, loss: 3.1156 2025-04-28 22:23:35,046 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:41:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2460, loss: 3.2460 2025-04-28 22:24:17,534 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:40:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2420, loss: 3.2420 2025-04-28 22:25:00,045 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:39:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.1783, loss: 3.1783 2025-04-28 22:25:42,570 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:39:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2297, loss: 3.2297 2025-04-28 22:26:25,146 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:38:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.1544, loss: 3.1544 2025-04-28 22:27:07,778 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:37:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.1801, loss: 3.1801 2025-04-28 22:27:50,267 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:36:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9812, loss_cls: 3.3342, loss: 3.3342 2025-04-28 22:28:32,784 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:35:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.1673, loss: 3.1673 2025-04-28 22:29:15,266 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:35:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.2848, loss: 3.2848 2025-04-28 22:29:57,787 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:34:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.1839, loss: 3.1839 2025-04-28 22:30:40,624 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:33:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.2066, loss: 3.2066 2025-04-28 22:31:23,154 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:32:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2134, loss: 3.2134 2025-04-28 22:32:05,787 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:31:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.1680, loss: 3.1680 2025-04-28 22:32:48,374 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:31:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.3246, loss: 3.3246 2025-04-28 22:33:31,003 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:30:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.2185, loss: 3.2185 2025-04-28 22:34:13,611 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:29:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2322, loss: 3.2322 2025-04-28 22:34:56,159 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:28:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.2782, loss: 3.2782 2025-04-28 22:35:38,691 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:28:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.1243, loss: 3.1243 2025-04-28 22:36:21,314 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:27:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.2349, loss: 3.2349 2025-04-28 22:37:03,884 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:26:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1319, loss: 3.1319 2025-04-28 22:37:46,555 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:25:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.2319, loss: 3.2319 2025-04-28 22:38:29,188 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:24:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.2558, loss: 3.2558 2025-04-28 22:38:32,487 - pyskl - INFO - Saving checkpoint at 26 epochs 2025-04-28 22:39:49,542 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 22:39:49,608 - pyskl - INFO - top1_acc 0.7303 top5_acc 0.9465 2025-04-28 22:39:49,610 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7303, top5_acc: 0.9465 2025-04-28 22:40:55,289 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:25:44, time: 0.657, data_time: 0.231, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0778, loss: 3.0778 2025-04-28 22:41:38,099 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:24:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0824, loss: 3.0824 2025-04-28 22:42:20,798 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:24:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1269, loss: 3.1269 2025-04-28 22:43:03,326 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:23:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.1408, loss: 3.1408 2025-04-28 22:43:45,943 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:22:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.2603, loss: 3.2603 2025-04-28 22:44:28,592 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:21:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1485, loss: 3.1485 2025-04-28 22:45:11,233 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:21:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.2436, loss: 3.2436 2025-04-28 22:45:53,668 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:20:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2118, loss: 3.2118 2025-04-28 22:46:36,221 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:19:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.1851, loss: 3.1851 2025-04-28 22:47:18,741 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:18:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2092, loss: 3.2092 2025-04-28 22:48:01,272 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:17:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1620, loss: 3.1620 2025-04-28 22:48:43,849 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:17:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 3.2649, loss: 3.2649 2025-04-28 22:49:26,386 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:16:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.1258, loss: 3.1258 2025-04-28 22:50:08,934 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:15:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1049, loss: 3.1049 2025-04-28 22:50:51,579 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:14:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.3915, loss: 3.3915 2025-04-28 22:51:34,037 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:13:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1731, loss: 3.1731 2025-04-28 22:52:16,490 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:13:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.1590, loss: 3.1590 2025-04-28 22:52:59,002 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:12:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.3138, loss: 3.3138 2025-04-28 22:53:41,519 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:11:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1614, loss: 3.1614 2025-04-28 22:54:24,146 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:10:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.1839, loss: 3.1839 2025-04-28 22:55:06,531 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:10:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.2043, loss: 3.2043 2025-04-28 22:55:49,054 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:09:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 3.2618, loss: 3.2618 2025-04-28 22:56:31,686 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:08:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.2133, loss: 3.2133 2025-04-28 22:57:14,355 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:07:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.2753, loss: 3.2753 2025-04-28 22:57:56,877 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:06:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.1110, loss: 3.1110 2025-04-28 22:58:00,211 - pyskl - INFO - Saving checkpoint at 27 epochs 2025-04-28 22:59:17,344 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 22:59:17,411 - pyskl - INFO - top1_acc 0.7896 top5_acc 0.9677 2025-04-28 22:59:17,414 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7896, top5_acc: 0.9677 2025-04-28 23:00:23,097 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:07:38, time: 0.657, data_time: 0.229, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1043, loss: 3.1043 2025-04-28 23:01:05,731 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:06:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 3.1248, loss: 3.1248 2025-04-28 23:01:48,239 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:06:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.1564, loss: 3.1564 2025-04-28 23:02:30,745 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:05:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.1336, loss: 3.1336 2025-04-28 23:03:13,300 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:04:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 3.1796, loss: 3.1796 2025-04-28 23:03:55,750 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:03:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.0878, loss: 3.0878 2025-04-28 23:04:38,200 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:02:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.1678, loss: 3.1678 2025-04-28 23:05:20,714 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:02:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.2291, loss: 3.2291 2025-04-28 23:06:03,250 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:01:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.1930, loss: 3.1930 2025-04-28 23:06:45,958 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:00:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.0759, loss: 3.0759 2025-04-28 23:07:28,814 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 12:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.4153, loss: 3.4153 2025-04-28 23:08:11,336 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 12:59:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.2659, loss: 3.2659 2025-04-28 23:08:53,887 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 12:58:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.2198, loss: 3.2198 2025-04-28 23:09:36,376 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 12:57:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9850, loss_cls: 3.1267, loss: 3.1267 2025-04-28 23:10:18,891 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 12:56:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.1974, loss: 3.1974 2025-04-28 23:11:01,403 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 12:55:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2215, loss: 3.2215 2025-04-28 23:11:43,916 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 12:55:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 3.0703, loss: 3.0703 2025-04-28 23:12:26,466 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 12:54:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.2251, loss: 3.2251 2025-04-28 23:13:09,074 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 12:53:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9769, loss_cls: 3.2972, loss: 3.2972 2025-04-28 23:13:51,564 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 12:52:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.2820, loss: 3.2820 2025-04-28 23:14:34,145 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 12:51:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.1835, loss: 3.1835 2025-04-28 23:15:16,822 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 12:51:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.2047, loss: 3.2047 2025-04-28 23:15:59,436 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 12:50:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.1679, loss: 3.1679 2025-04-28 23:16:41,956 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 12:49:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.1866, loss: 3.1866 2025-04-28 23:17:24,358 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 12:48:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.0573, loss: 3.0573 2025-04-28 23:17:27,622 - pyskl - INFO - Saving checkpoint at 28 epochs 2025-04-28 23:18:44,830 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 23:18:44,897 - pyskl - INFO - top1_acc 0.7755 top5_acc 0.9578 2025-04-28 23:18:44,900 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7755, top5_acc: 0.9578 2025-04-28 23:19:50,146 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 12:49:29, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.1770, loss: 3.1770 2025-04-28 23:20:32,780 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 12:48:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.0500, loss: 3.0500 2025-04-28 23:21:15,280 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 12:47:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.0838, loss: 3.0838 2025-04-28 23:21:57,768 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 12:47:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0575, loss: 3.0575 2025-04-28 23:22:40,182 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 12:46:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.1465, loss: 3.1465 2025-04-28 23:23:22,679 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 12:45:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.2095, loss: 3.2095 2025-04-28 23:24:05,307 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 12:44:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.2245, loss: 3.2245 2025-04-28 23:24:47,683 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:43:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.2882, loss: 3.2882 2025-04-28 23:25:30,334 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:43:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.1540, loss: 3.1540 2025-04-28 23:26:12,996 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:42:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.2427, loss: 3.2427 2025-04-28 23:26:55,593 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:41:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.9911, loss: 2.9911 2025-04-28 23:27:38,242 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:40:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0813, loss: 3.0813 2025-04-28 23:28:20,746 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:40:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.1091, loss: 3.1091 2025-04-28 23:29:03,240 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:39:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9901, loss: 2.9901 2025-04-28 23:29:45,859 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:38:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9844, loss_cls: 3.2089, loss: 3.2089 2025-04-28 23:30:28,326 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:37:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.1494, loss: 3.1494 2025-04-28 23:31:10,888 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:36:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.0447, loss: 3.0447 2025-04-28 23:31:53,468 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:36:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.2524, loss: 3.2524 2025-04-28 23:32:35,999 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:35:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.1882, loss: 3.1882 2025-04-28 23:33:18,498 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:34:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.0750, loss: 3.0750 2025-04-28 23:34:01,096 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:33:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2100, loss: 3.2100 2025-04-28 23:34:43,742 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:33:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.2946, loss: 3.2946 2025-04-28 23:35:26,311 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:32:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.1890, loss: 3.1890 2025-04-28 23:36:08,963 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:31:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.1736, loss: 3.1736 2025-04-28 23:36:51,467 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:30:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.1640, loss: 3.1640 2025-04-28 23:36:54,663 - pyskl - INFO - Saving checkpoint at 29 epochs 2025-04-28 23:38:11,618 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 23:38:11,686 - pyskl - INFO - top1_acc 0.7868 top5_acc 0.9640 2025-04-28 23:38:11,689 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7868, top5_acc: 0.9640 2025-04-28 23:39:16,830 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:31:20, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0482, loss: 3.0482 2025-04-28 23:39:59,411 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:30:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9800, loss_cls: 3.2433, loss: 3.2433 2025-04-28 23:40:41,956 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:29:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.0873, loss: 3.0873 2025-04-28 23:41:24,448 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:28:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.1988, loss: 3.1988 2025-04-28 23:42:06,990 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:28:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.1527, loss: 3.1527 2025-04-28 23:42:49,403 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:27:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.0153, loss: 3.0153 2025-04-28 23:43:31,936 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:26:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3087, loss: 3.3087 2025-04-28 23:44:14,443 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:25:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1940, loss: 3.1940 2025-04-28 23:44:56,973 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:25:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.1624, loss: 3.1624 2025-04-28 23:45:39,698 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:24:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.2293, loss: 3.2293 2025-04-28 23:46:22,426 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:23:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.1082, loss: 3.1082 2025-04-28 23:47:05,039 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:22:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.0739, loss: 3.0739 2025-04-28 23:47:47,652 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:22:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.1577, loss: 3.1577 2025-04-28 23:48:30,271 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:21:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.2400, loss: 3.2400 2025-04-28 23:49:12,780 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:20:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2310, loss: 3.2310 2025-04-28 23:49:55,394 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:19:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9825, loss_cls: 3.1570, loss: 3.1570 2025-04-28 23:50:37,999 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:18:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.1349, loss: 3.1349 2025-04-28 23:51:20,583 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:18:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.0501, loss: 3.0501 2025-04-28 23:52:03,118 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:17:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.0993, loss: 3.0993 2025-04-28 23:52:45,759 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:16:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.1559, loss: 3.1559 2025-04-28 23:53:28,407 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:15:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.2239, loss: 3.2239 2025-04-28 23:54:11,234 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:15:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1447, loss: 3.1447 2025-04-28 23:54:53,927 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:14:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.1081, loss: 3.1081 2025-04-28 23:55:36,635 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:13:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.1998, loss: 3.1998 2025-04-28 23:56:19,116 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:12:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0976, loss: 3.0976 2025-04-28 23:56:22,371 - pyskl - INFO - Saving checkpoint at 30 epochs 2025-04-28 23:57:39,137 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-28 23:57:39,204 - pyskl - INFO - top1_acc 0.7900 top5_acc 0.9628 2025-04-28 23:57:39,207 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7900, top5_acc: 0.9628 2025-04-28 23:58:44,316 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:13:15, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.1383, loss: 3.1383 2025-04-28 23:59:26,813 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:12:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.1093, loss: 3.1093 2025-04-29 00:00:09,346 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:11:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0902, loss: 3.0902 2025-04-29 00:00:51,890 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:10:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0298, loss: 3.0298 2025-04-29 00:01:34,480 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:10:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.1213, loss: 3.1213 2025-04-29 00:02:17,064 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:09:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.1312, loss: 3.1312 2025-04-29 00:02:59,835 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:08:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.0920, loss: 3.0920 2025-04-29 00:03:42,579 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:07:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.1197, loss: 3.1197 2025-04-29 00:04:25,474 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:07:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.1549, loss: 3.1549 2025-04-29 00:05:08,199 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:06:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.1738, loss: 3.1738 2025-04-29 00:05:50,947 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:05:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1207, loss: 3.1207 2025-04-29 00:06:33,559 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:04:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.2121, loss: 3.2121 2025-04-29 00:07:16,120 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:04:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.0420, loss: 3.0420 2025-04-29 00:07:58,632 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:03:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 3.0322, loss: 3.0322 2025-04-29 00:08:41,168 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:02:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.2068, loss: 3.2068 2025-04-29 00:09:23,779 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:01:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.2152, loss: 3.2152 2025-04-29 00:10:06,349 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:00:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.1826, loss: 3.1826 2025-04-29 00:10:48,818 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:00:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2881, loss: 3.2881 2025-04-29 00:11:31,384 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 11:59:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.1409, loss: 3.1409 2025-04-29 00:12:13,844 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 11:58:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.1535, loss: 3.1535 2025-04-29 00:12:56,353 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 11:57:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.0862, loss: 3.0862 2025-04-29 00:13:38,920 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 11:57:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.1926, loss: 3.1926 2025-04-29 00:14:21,483 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 11:56:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1168, loss: 3.1168 2025-04-29 00:15:04,075 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 11:55:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0471, loss: 3.0471 2025-04-29 00:15:46,748 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 11:54:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.1378, loss: 3.1378 2025-04-29 00:15:49,881 - pyskl - INFO - Saving checkpoint at 31 epochs 2025-04-29 00:17:06,671 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 00:17:06,738 - pyskl - INFO - top1_acc 0.7622 top5_acc 0.9611 2025-04-29 00:17:06,741 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7622, top5_acc: 0.9611 2025-04-29 00:18:11,732 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 11:55:09, time: 0.650, data_time: 0.222, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.1065, loss: 3.1065 2025-04-29 00:18:54,276 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 11:54:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9894, loss_cls: 2.9846, loss: 2.9846 2025-04-29 00:19:36,882 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 11:53:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 3.2016, loss: 3.2016 2025-04-29 00:20:19,291 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 11:52:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.1594, loss: 3.1594 2025-04-29 00:21:01,919 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 11:52:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 3.0094, loss: 3.0094 2025-04-29 00:21:44,482 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 11:51:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.2147, loss: 3.2147 2025-04-29 00:22:27,106 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 11:50:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.0830, loss: 3.0830 2025-04-29 00:23:09,578 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 11:49:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 2.9826, loss: 2.9826 2025-04-29 00:23:52,040 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 11:48:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0902, loss: 3.0902 2025-04-29 00:24:34,555 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 11:48:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0981, loss: 3.0981 2025-04-29 00:25:17,046 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 11:47:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 3.0456, loss: 3.0456 2025-04-29 00:25:59,491 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 11:46:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2095, loss: 3.2095 2025-04-29 00:26:41,945 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 11:45:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.1517, loss: 3.1517 2025-04-29 00:27:24,438 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 11:45:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.1990, loss: 3.1990 2025-04-29 00:28:06,826 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:44:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.2800, loss: 3.2800 2025-04-29 00:28:49,343 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:43:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0709, loss: 3.0709 2025-04-29 00:29:31,807 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:42:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 3.0104, loss: 3.0104 2025-04-29 00:30:14,287 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:41:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.0581, loss: 3.0581 2025-04-29 00:30:56,820 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:41:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.0906, loss: 3.0906 2025-04-29 00:31:39,232 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:40:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.2099, loss: 3.2099 2025-04-29 00:32:21,685 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:39:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.0204, loss: 3.0204 2025-04-29 00:33:04,311 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:38:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.2064, loss: 3.2064 2025-04-29 00:33:46,968 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:38:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.1263, loss: 3.1263 2025-04-29 00:34:29,605 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:37:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.1113, loss: 3.1113 2025-04-29 00:35:12,249 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:36:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 3.1775, loss: 3.1775 2025-04-29 00:35:15,562 - pyskl - INFO - Saving checkpoint at 32 epochs 2025-04-29 00:36:32,317 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 00:36:32,384 - pyskl - INFO - top1_acc 0.7479 top5_acc 0.9549 2025-04-29 00:36:32,387 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7479, top5_acc: 0.9549 2025-04-29 00:37:37,327 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:36:56, time: 0.649, data_time: 0.222, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.0985, loss: 3.0985 2025-04-29 00:38:19,794 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:36:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.0933, loss: 3.0933 2025-04-29 00:39:02,247 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:35:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0475, loss: 3.0475 2025-04-29 00:39:44,800 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:34:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0013, loss: 3.0013 2025-04-29 00:40:27,322 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:33:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.0259, loss: 3.0259 2025-04-29 00:41:09,882 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:33:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.0533, loss: 3.0533 2025-04-29 00:41:52,343 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:32:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 3.0820, loss: 3.0820 2025-04-29 00:42:34,827 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:31:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9831, loss_cls: 3.0604, loss: 3.0604 2025-04-29 00:43:17,280 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:30:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.0817, loss: 3.0817 2025-04-29 00:43:59,759 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:29:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.0878, loss: 3.0878 2025-04-29 00:44:42,252 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:29:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.0892, loss: 3.0892 2025-04-29 00:45:24,702 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:28:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.1399, loss: 3.1399 2025-04-29 00:46:07,196 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:27:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.1177, loss: 3.1177 2025-04-29 00:46:49,599 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:26:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0822, loss: 3.0822 2025-04-29 00:47:32,007 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:26:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.0980, loss: 3.0980 2025-04-29 00:48:14,459 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:25:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.1309, loss: 3.1309 2025-04-29 00:48:56,924 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:24:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.3234, loss: 3.3234 2025-04-29 00:49:39,342 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:23:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 3.0619, loss: 3.0619 2025-04-29 00:50:21,732 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:22:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.1729, loss: 3.1729 2025-04-29 00:51:04,123 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:22:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.0758, loss: 3.0758 2025-04-29 00:51:46,486 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:21:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.2054, loss: 3.2054 2025-04-29 00:52:28,931 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:20:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.0361, loss: 3.0361 2025-04-29 00:53:11,535 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:19:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.2518, loss: 3.2518 2025-04-29 00:53:54,063 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:19:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 2.9704, loss: 2.9704 2025-04-29 00:54:36,519 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:18:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.2114, loss: 3.2114 2025-04-29 00:54:39,632 - pyskl - INFO - Saving checkpoint at 33 epochs 2025-04-29 00:55:56,624 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 00:55:56,692 - pyskl - INFO - top1_acc 0.7877 top5_acc 0.9571 2025-04-29 00:55:56,695 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7877, top5_acc: 0.9571 2025-04-29 00:57:01,763 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:18:40, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9846, loss: 2.9846 2025-04-29 00:57:44,319 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:17:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1863, loss: 3.1863 2025-04-29 00:58:27,015 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:17:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.0410, loss: 3.0410 2025-04-29 00:59:09,484 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:16:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.1311, loss: 3.1311 2025-04-29 00:59:52,027 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:15:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.0704, loss: 3.0704 2025-04-29 01:00:34,498 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:14:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 3.0568, loss: 3.0568 2025-04-29 01:01:16,896 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:14:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.0287, loss: 3.0287 2025-04-29 01:01:59,277 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:13:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.0713, loss: 3.0713 2025-04-29 01:02:41,709 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:12:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.0491, loss: 3.0491 2025-04-29 01:03:24,119 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:11:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1617, loss: 3.1617 2025-04-29 01:04:06,532 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:10:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.0895, loss: 3.0895 2025-04-29 01:04:48,995 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:10:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0921, loss: 3.0921 2025-04-29 01:05:31,431 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:09:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9947, loss: 2.9947 2025-04-29 01:06:13,792 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:08:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 3.0332, loss: 3.0332 2025-04-29 01:06:56,287 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:07:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.0595, loss: 3.0595 2025-04-29 01:07:38,691 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:07:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9831, loss_cls: 3.1378, loss: 3.1378 2025-04-29 01:08:21,103 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:06:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0488, loss: 3.0488 2025-04-29 01:09:03,731 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:05:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.0805, loss: 3.0805 2025-04-29 01:09:46,356 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:04:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0334, loss: 3.0334 2025-04-29 01:10:28,905 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:03:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.1443, loss: 3.1443 2025-04-29 01:11:11,426 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:03:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 3.1547, loss: 3.1547 2025-04-29 01:11:54,011 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:02:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 3.0723, loss: 3.0723 2025-04-29 01:12:36,755 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:01:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.0291, loss: 3.0291 2025-04-29 01:13:19,377 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:00:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0896, loss: 3.0896 2025-04-29 01:14:02,165 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:00:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.1756, loss: 3.1756 2025-04-29 01:14:05,411 - pyskl - INFO - Saving checkpoint at 34 epochs 2025-04-29 01:15:22,308 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 01:15:22,375 - pyskl - INFO - top1_acc 0.7905 top5_acc 0.9572 2025-04-29 01:15:22,378 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7905, top5_acc: 0.9572 2025-04-29 01:16:27,345 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:00:28, time: 0.650, data_time: 0.223, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.1630, loss: 3.1630 2025-04-29 01:17:09,938 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 10:59:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.9180, loss: 2.9180 2025-04-29 01:17:52,658 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 10:58:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.0587, loss: 3.0587 2025-04-29 01:18:35,398 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 10:58:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.1173, loss: 3.1173 2025-04-29 01:19:18,096 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 10:57:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.0878, loss: 3.0878 2025-04-29 01:20:00,701 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 10:56:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0176, loss: 3.0176 2025-04-29 01:20:43,323 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 10:55:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1627, loss: 3.1627 2025-04-29 01:21:25,875 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 10:55:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1094, loss: 3.1094 2025-04-29 01:22:08,393 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 10:54:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9893, loss: 2.9893 2025-04-29 01:22:50,856 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 10:53:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9856, loss_cls: 3.1041, loss: 3.1041 2025-04-29 01:23:33,399 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 10:52:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 3.2171, loss: 3.2171 2025-04-29 01:24:15,923 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 10:52:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 3.0616, loss: 3.0616 2025-04-29 01:24:58,425 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 10:51:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.0468, loss: 3.0468 2025-04-29 01:25:41,115 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 10:50:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1355, loss: 3.1355 2025-04-29 01:26:23,569 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 10:49:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.9403, loss: 2.9403 2025-04-29 01:27:06,234 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 10:48:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.0371, loss: 3.0371 2025-04-29 01:27:48,945 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 10:48:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0916, loss: 3.0916 2025-04-29 01:28:31,629 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 10:47:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1939, loss: 3.1939 2025-04-29 01:29:14,087 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 10:46:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1438, loss: 3.1438 2025-04-29 01:29:56,668 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 10:45:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.0058, loss: 3.0058 2025-04-29 01:30:39,358 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:45:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2401, loss: 3.2401 2025-04-29 01:31:22,007 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:44:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0373, loss: 3.0373 2025-04-29 01:32:04,573 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:43:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.0517, loss: 3.0517 2025-04-29 01:32:47,230 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:42:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1565, loss: 3.1565 2025-04-29 01:33:29,880 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:42:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1342, loss: 3.1342 2025-04-29 01:33:33,159 - pyskl - INFO - Saving checkpoint at 35 epochs 2025-04-29 01:34:49,869 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 01:34:49,936 - pyskl - INFO - top1_acc 0.7618 top5_acc 0.9555 2025-04-29 01:34:49,939 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7618, top5_acc: 0.9555 2025-04-29 01:35:55,150 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:42:24, time: 0.652, data_time: 0.224, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.0345, loss: 3.0345 2025-04-29 01:36:37,816 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:41:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.0658, loss: 3.0658 2025-04-29 01:37:20,353 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:40:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0856, loss: 3.0856 2025-04-29 01:38:03,004 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:40:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.0540, loss: 3.0540 2025-04-29 01:38:45,606 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:39:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0990, loss: 3.0990 2025-04-29 01:39:28,238 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:38:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0303, loss: 3.0303 2025-04-29 01:40:10,711 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:37:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 2.9879, loss: 2.9879 2025-04-29 01:40:53,200 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:37:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 3.1886, loss: 3.1886 2025-04-29 01:41:35,679 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:36:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0509, loss: 3.0509 2025-04-29 01:42:18,047 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:35:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.0984, loss: 3.0984 2025-04-29 01:43:00,495 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:34:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0474, loss: 3.0474 2025-04-29 01:43:42,999 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:33:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0176, loss: 3.0176 2025-04-29 01:44:25,455 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:33:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9869, loss_cls: 3.0173, loss: 3.0173 2025-04-29 01:45:07,866 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:32:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0773, loss: 3.0773 2025-04-29 01:45:50,279 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:31:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0092, loss: 3.0092 2025-04-29 01:46:32,675 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:30:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9174, loss: 2.9174 2025-04-29 01:47:15,143 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:30:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.0848, loss: 3.0848 2025-04-29 01:47:57,599 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:29:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9694, loss_cls: 3.0263, loss: 3.0263 2025-04-29 01:48:40,183 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:28:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.1120, loss: 3.1120 2025-04-29 01:49:22,667 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:27:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.0180, loss: 3.0180 2025-04-29 01:50:05,298 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:27:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.1439, loss: 3.1439 2025-04-29 01:50:47,966 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:26:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.1403, loss: 3.1403 2025-04-29 01:51:30,547 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:25:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.0451, loss: 3.0451 2025-04-29 01:52:13,158 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:24:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.1421, loss: 3.1421 2025-04-29 01:52:55,994 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:24:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.1746, loss: 3.1746 2025-04-29 01:52:59,365 - pyskl - INFO - Saving checkpoint at 36 epochs 2025-04-29 01:54:16,512 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 01:54:16,578 - pyskl - INFO - top1_acc 0.7955 top5_acc 0.9634 2025-04-29 01:54:16,581 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7955, top5_acc: 0.9634 2025-04-29 01:55:21,162 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:24:13, time: 0.646, data_time: 0.221, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.9354, loss: 2.9354 2025-04-29 01:56:03,712 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:23:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.9617, loss: 2.9617 2025-04-29 01:56:46,305 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:22:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.0114, loss: 3.0114 2025-04-29 01:57:28,871 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:21:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0680, loss: 3.0680 2025-04-29 01:58:11,426 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:21:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.1061, loss: 3.1061 2025-04-29 01:58:54,068 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:20:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9053, loss: 2.9053 2025-04-29 01:59:36,567 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:19:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.9765, loss: 2.9765 2025-04-29 02:00:19,147 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:18:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0671, loss: 3.0671 2025-04-29 02:01:01,710 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:18:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0218, loss: 3.0218 2025-04-29 02:01:44,278 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:17:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.0385, loss: 3.0385 2025-04-29 02:02:26,758 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:16:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.1063, loss: 3.1063 2025-04-29 02:03:09,229 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:15:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0788, loss: 3.0788 2025-04-29 02:03:51,736 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:15:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.0206, loss: 3.0206 2025-04-29 02:04:34,222 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:14:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1188, loss: 3.1188 2025-04-29 02:05:16,739 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:13:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0554, loss: 3.0554 2025-04-29 02:05:59,255 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:12:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.0608, loss: 3.0608 2025-04-29 02:06:41,763 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:11:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9906, loss_cls: 2.8966, loss: 2.8966 2025-04-29 02:07:24,297 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:11:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.0965, loss: 3.0965 2025-04-29 02:08:06,820 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:10:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0606, loss: 3.0606 2025-04-29 02:08:49,301 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:09:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.1390, loss: 3.1390 2025-04-29 02:09:31,720 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:08:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0165, loss: 3.0165 2025-04-29 02:10:14,216 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:08:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0842, loss: 3.0842 2025-04-29 02:10:56,891 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:07:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9124, loss: 2.9124 2025-04-29 02:11:39,595 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:06:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1221, loss: 3.1221 2025-04-29 02:12:22,216 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:05:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.1615, loss: 3.1615 2025-04-29 02:12:25,536 - pyskl - INFO - Saving checkpoint at 37 epochs 2025-04-29 02:13:42,624 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 02:13:42,692 - pyskl - INFO - top1_acc 0.7215 top5_acc 0.9313 2025-04-29 02:13:42,694 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7215, top5_acc: 0.9313 2025-04-29 02:14:47,735 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:06:04, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9750, loss: 2.9750 2025-04-29 02:15:30,459 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:05:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9856, loss_cls: 2.9682, loss: 2.9682 2025-04-29 02:16:13,202 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:04:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0403, loss: 3.0403 2025-04-29 02:16:55,643 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:03:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.0908, loss: 3.0908 2025-04-29 02:17:38,091 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:03:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 2.9819, loss: 2.9819 2025-04-29 02:18:20,621 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:02:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.0247, loss: 3.0247 2025-04-29 02:19:03,107 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:01:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0084, loss: 3.0084 2025-04-29 02:19:45,588 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:00:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0495, loss: 3.0495 2025-04-29 02:20:28,097 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 9:59:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 3.1637, loss: 3.1637 2025-04-29 02:21:10,539 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 9:59:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0272, loss: 3.0272 2025-04-29 02:21:53,115 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 9:58:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 3.0971, loss: 3.0971 2025-04-29 02:22:35,563 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 9:57:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.1727, loss: 3.1727 2025-04-29 02:23:18,035 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 9:56:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.0070, loss: 3.0070 2025-04-29 02:24:00,391 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 9:56:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.1816, loss: 3.1816 2025-04-29 02:24:42,741 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 9:55:20, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0636, loss: 3.0636 2025-04-29 02:25:25,181 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 9:54:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0232, loss: 3.0232 2025-04-29 02:26:07,630 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 9:53:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.0291, loss: 3.0291 2025-04-29 02:26:49,991 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 9:53:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.0464, loss: 3.0464 2025-04-29 02:27:32,499 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 9:52:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0019, loss: 3.0019 2025-04-29 02:28:14,982 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 9:51:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.0788, loss: 3.0788 2025-04-29 02:28:57,254 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 9:50:43, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.8967, loss: 2.8967 2025-04-29 02:29:39,712 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 9:49:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9744, loss_cls: 3.1008, loss: 3.1008 2025-04-29 02:30:22,354 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 9:49:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.1109, loss: 3.1109 2025-04-29 02:31:04,887 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 9:48:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 2.9996, loss: 2.9996 2025-04-29 02:31:47,526 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 9:47:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.0886, loss: 3.0886 2025-04-29 02:31:50,874 - pyskl - INFO - Saving checkpoint at 38 epochs 2025-04-29 02:33:07,617 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 02:33:07,684 - pyskl - INFO - top1_acc 0.7796 top5_acc 0.9646 2025-04-29 02:33:07,687 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7796, top5_acc: 0.9646 2025-04-29 02:34:12,610 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 9:47:51, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.9071, loss: 2.9071 2025-04-29 02:34:55,075 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 9:47:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.9006, loss: 2.9006 2025-04-29 02:35:37,605 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 9:46:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 3.1448, loss: 3.1448 2025-04-29 02:36:20,139 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:45:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.0908, loss: 3.0908 2025-04-29 02:37:02,633 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:44:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.0826, loss: 3.0826 2025-04-29 02:37:44,996 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:44:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.0128, loss: 3.0128 2025-04-29 02:38:27,540 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:43:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0167, loss: 3.0167 2025-04-29 02:39:09,977 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:42:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.1607, loss: 3.1607 2025-04-29 02:39:52,488 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:41:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.0267, loss: 3.0267 2025-04-29 02:40:34,998 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:40:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.0082, loss: 3.0082 2025-04-29 02:41:17,453 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:40:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9932, loss: 2.9932 2025-04-29 02:41:59,976 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:39:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.9886, loss: 2.9886 2025-04-29 02:42:42,479 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:38:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.1432, loss: 3.1432 2025-04-29 02:43:24,910 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:37:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 3.0709, loss: 3.0709 2025-04-29 02:44:07,320 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:37:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.1849, loss: 3.1849 2025-04-29 02:44:49,874 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:36:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9867, loss: 2.9867 2025-04-29 02:45:32,347 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:35:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.9187, loss: 2.9187 2025-04-29 02:46:14,834 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:34:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.9747, loss: 2.9747 2025-04-29 02:46:57,446 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:34:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.9734, loss: 2.9734 2025-04-29 02:47:40,063 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:33:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0479, loss: 3.0479 2025-04-29 02:48:22,670 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:32:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.1129, loss: 3.1129 2025-04-29 02:49:05,190 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:31:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.0305, loss: 3.0305 2025-04-29 02:49:47,902 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:31:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.0074, loss: 3.0074 2025-04-29 02:50:30,767 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:30:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.0825, loss: 3.0825 2025-04-29 02:51:13,423 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:29:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0977, loss: 3.0977 2025-04-29 02:51:16,623 - pyskl - INFO - Saving checkpoint at 39 epochs 2025-04-29 02:52:33,518 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 02:52:33,585 - pyskl - INFO - top1_acc 0.8132 top5_acc 0.9674 2025-04-29 02:52:33,626 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_19.pth was removed 2025-04-29 02:52:34,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2025-04-29 02:52:34,632 - pyskl - INFO - Best top1_acc is 0.8132 at 39 epoch. 2025-04-29 02:52:34,634 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8132, top5_acc: 0.9674 2025-04-29 02:53:39,719 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:29:41, time: 0.651, data_time: 0.223, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9577, loss: 2.9577 2025-04-29 02:54:22,411 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:28:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.0272, loss: 3.0272 2025-04-29 02:55:05,022 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:28:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9881, loss_cls: 2.9286, loss: 2.9286 2025-04-29 02:55:47,630 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:27:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 3.0272, loss: 3.0272 2025-04-29 02:56:30,163 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:26:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8915, loss: 2.8915 2025-04-29 02:57:12,735 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:25:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.9677, loss: 2.9677 2025-04-29 02:57:55,353 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:25:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.1068, loss: 3.1068 2025-04-29 02:58:37,988 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:24:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.0202, loss: 3.0202 2025-04-29 02:59:20,584 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:23:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0205, loss: 3.0205 2025-04-29 03:00:03,115 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:22:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9366, loss: 2.9366 2025-04-29 03:00:45,647 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:22:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.9974, loss: 2.9974 2025-04-29 03:01:28,295 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:21:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0598, loss: 3.0598 2025-04-29 03:02:10,911 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:20:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.0840, loss: 3.0840 2025-04-29 03:02:53,375 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:19:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 2.9632, loss: 2.9632 2025-04-29 03:03:35,835 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:19:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9677, loss: 2.9677 2025-04-29 03:04:18,329 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:18:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.0047, loss: 3.0047 2025-04-29 03:05:00,866 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:17:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.9803, loss: 2.9803 2025-04-29 03:05:43,454 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:16:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9401, loss: 2.9401 2025-04-29 03:06:26,008 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:16:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0479, loss: 3.0479 2025-04-29 03:07:08,696 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:15:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.9935, loss: 2.9935 2025-04-29 03:07:51,267 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:14:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0770, loss: 3.0770 2025-04-29 03:08:33,880 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:13:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0884, loss: 3.0884 2025-04-29 03:09:16,587 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:13:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.0989, loss: 3.0989 2025-04-29 03:09:59,180 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:12:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.0614, loss: 3.0614 2025-04-29 03:10:41,705 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:11:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9925, loss: 2.9925 2025-04-29 03:10:45,056 - pyskl - INFO - Saving checkpoint at 40 epochs 2025-04-29 03:12:01,904 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 03:12:01,971 - pyskl - INFO - top1_acc 0.8049 top5_acc 0.9657 2025-04-29 03:12:01,973 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8049, top5_acc: 0.9657 2025-04-29 03:13:06,958 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:11:35, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.8934, loss: 2.8934 2025-04-29 03:13:49,403 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:10:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 2.8933, loss: 2.8933 2025-04-29 03:14:31,899 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:10:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.9227, loss: 2.9227 2025-04-29 03:15:14,487 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:09:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.9674, loss: 2.9674 2025-04-29 03:15:57,041 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:08:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.9512, loss: 2.9512 2025-04-29 03:16:39,634 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:07:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.0417, loss: 3.0417 2025-04-29 03:17:22,268 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:07:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0089, loss: 3.0089 2025-04-29 03:18:04,720 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:06:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.9171, loss: 2.9171 2025-04-29 03:18:47,267 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:05:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 3.0556, loss: 3.0556 2025-04-29 03:19:29,775 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:04:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0593, loss: 3.0593 2025-04-29 03:20:12,238 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:03:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.1416, loss: 3.1416 2025-04-29 03:20:54,763 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:03:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0242, loss: 3.0242 2025-04-29 03:21:37,327 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:02:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0427, loss: 3.0427 2025-04-29 03:22:19,798 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:01:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9547, loss: 2.9547 2025-04-29 03:23:02,283 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:00:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9725, loss: 2.9725 2025-04-29 03:23:44,745 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:00:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.1279, loss: 3.1279 2025-04-29 03:24:27,223 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 8:59:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1214, loss: 3.1214 2025-04-29 03:25:09,980 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 8:58:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.0314, loss: 3.0314 2025-04-29 03:25:52,754 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 8:57:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.0474, loss: 3.0474 2025-04-29 03:26:35,337 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 8:57:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 3.0250, loss: 3.0250 2025-04-29 03:27:17,878 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 8:56:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9842, loss: 2.9842 2025-04-29 03:28:00,394 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 8:55:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.1096, loss: 3.1096 2025-04-29 03:28:42,901 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 8:54:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.0134, loss: 3.0134 2025-04-29 03:29:25,358 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 8:54:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 3.0002, loss: 3.0002 2025-04-29 03:30:08,002 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 8:53:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 2.9786, loss: 2.9786 2025-04-29 03:30:11,333 - pyskl - INFO - Saving checkpoint at 41 epochs 2025-04-29 03:31:28,905 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 03:31:28,974 - pyskl - INFO - top1_acc 0.7643 top5_acc 0.9558 2025-04-29 03:31:28,976 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7643, top5_acc: 0.9558 2025-04-29 03:32:34,023 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 8:53:27, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.7684, loss: 2.7684 2025-04-29 03:33:16,715 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 8:52:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8722, loss: 2.8722 2025-04-29 03:33:59,388 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 8:51:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9799, loss: 2.9799 2025-04-29 03:34:41,868 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 8:51:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.8892, loss: 2.8892 2025-04-29 03:35:24,283 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 8:50:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.0406, loss: 3.0406 2025-04-29 03:36:06,893 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 8:49:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9869, loss_cls: 2.8948, loss: 2.8948 2025-04-29 03:36:49,491 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 8:48:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0904, loss: 3.0904 2025-04-29 03:37:32,060 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 8:48:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.9934, loss: 2.9934 2025-04-29 03:38:14,607 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 8:47:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0283, loss: 3.0283 2025-04-29 03:38:57,142 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 8:46:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.0048, loss: 3.0048 2025-04-29 03:39:39,654 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:45:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.9321, loss: 2.9321 2025-04-29 03:40:22,166 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:45:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1063, loss: 3.1063 2025-04-29 03:41:04,718 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:44:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1035, loss: 3.1035 2025-04-29 03:41:47,276 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:43:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.9234, loss: 2.9234 2025-04-29 03:42:29,814 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:42:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.9187, loss: 2.9187 2025-04-29 03:43:12,325 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:42:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.0430, loss: 3.0430 2025-04-29 03:43:54,979 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:41:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9517, loss: 2.9517 2025-04-29 03:44:37,699 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:40:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.0446, loss: 3.0446 2025-04-29 03:45:20,306 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:39:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 3.0153, loss: 3.0153 2025-04-29 03:46:03,022 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:39:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0214, loss: 3.0214 2025-04-29 03:46:45,616 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:38:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9432, loss: 2.9432 2025-04-29 03:47:28,171 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:37:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9779, loss: 2.9779 2025-04-29 03:48:10,887 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.9787, loss: 2.9787 2025-04-29 03:48:53,584 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:36:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.0531, loss: 3.0531 2025-04-29 03:49:36,081 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:35:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9825, loss_cls: 3.1296, loss: 3.1296 2025-04-29 03:49:39,329 - pyskl - INFO - Saving checkpoint at 42 epochs 2025-04-29 03:50:56,315 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 03:50:56,381 - pyskl - INFO - top1_acc 0.7646 top5_acc 0.9574 2025-04-29 03:50:56,384 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7646, top5_acc: 0.9574 2025-04-29 03:52:01,237 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:35:21, time: 0.648, data_time: 0.225, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.9311, loss: 2.9311 2025-04-29 03:52:43,683 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:34:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.0239, loss: 3.0239 2025-04-29 03:53:26,206 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:33:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 2.8813, loss: 2.8813 2025-04-29 03:54:09,184 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:33:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.8644, loss: 2.8644 2025-04-29 03:54:51,839 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:32:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.0313, loss: 3.0313 2025-04-29 03:55:34,396 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:31:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.8742, loss: 2.8742 2025-04-29 03:56:16,902 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:30:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.8613, loss: 2.8613 2025-04-29 03:56:59,299 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:30:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.0740, loss: 3.0740 2025-04-29 03:57:41,782 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:29:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.1526, loss: 3.1526 2025-04-29 03:58:24,259 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:28:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.9603, loss: 2.9603 2025-04-29 03:59:06,675 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:27:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9771, loss: 2.9771 2025-04-29 03:59:49,070 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:27:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9051, loss: 2.9051 2025-04-29 04:00:31,458 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:26:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.9227, loss: 2.9227 2025-04-29 04:01:13,775 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:25:29, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0089, loss: 3.0089 2025-04-29 04:01:56,288 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:24:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.9860, loss: 2.9860 2025-04-29 04:02:38,711 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:23:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9346, loss: 2.9346 2025-04-29 04:03:21,155 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:23:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9170, loss: 2.9170 2025-04-29 04:04:03,724 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:22:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9849, loss: 2.9849 2025-04-29 04:04:46,349 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:21:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.9568, loss: 2.9568 2025-04-29 04:05:28,846 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:20:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.0373, loss: 3.0373 2025-04-29 04:06:11,311 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:20:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 3.0056, loss: 3.0056 2025-04-29 04:06:53,895 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:19:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.0025, loss: 3.0025 2025-04-29 04:07:36,567 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.1483, loss: 3.1483 2025-04-29 04:08:18,991 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:17:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 2.9842, loss: 2.9842 2025-04-29 04:09:01,593 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:17:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9484, loss: 2.9484 2025-04-29 04:09:04,664 - pyskl - INFO - Saving checkpoint at 43 epochs 2025-04-29 04:10:21,414 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 04:10:21,482 - pyskl - INFO - top1_acc 0.7784 top5_acc 0.9598 2025-04-29 04:10:21,484 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7784, top5_acc: 0.9598 2025-04-29 04:11:26,370 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:17:10, time: 0.649, data_time: 0.225, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.1010, loss: 3.1010 2025-04-29 04:12:08,968 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:16:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.8416, loss: 2.8416 2025-04-29 04:12:51,500 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:15:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.9073, loss: 2.9073 2025-04-29 04:13:34,155 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:14:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.9650, loss: 2.9650 2025-04-29 04:14:16,931 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:14:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9349, loss: 2.9349 2025-04-29 04:14:59,570 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:13:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 2.9080, loss: 2.9080 2025-04-29 04:15:42,168 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:12:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.8090, loss: 2.8090 2025-04-29 04:16:24,635 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:11:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9374, loss: 2.9374 2025-04-29 04:17:07,127 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:11:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9528, loss: 2.9528 2025-04-29 04:17:49,724 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:10:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 3.0188, loss: 3.0188 2025-04-29 04:18:32,243 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:09:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0160, loss: 3.0160 2025-04-29 04:19:14,739 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:08:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0358, loss: 3.0358 2025-04-29 04:19:57,252 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:08:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 2.9599, loss: 2.9599 2025-04-29 04:20:39,945 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:07:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.0799, loss: 3.0799 2025-04-29 04:21:22,462 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:06:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9590, loss: 2.9590 2025-04-29 04:22:04,979 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:05:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0882, loss: 3.0882 2025-04-29 04:22:47,586 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:05:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 2.9458, loss: 2.9458 2025-04-29 04:23:30,074 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:04:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8348, loss: 2.8348 2025-04-29 04:24:12,658 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:03:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9945, loss: 2.9945 2025-04-29 04:24:55,196 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:02:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.0050, loss: 3.0050 2025-04-29 04:25:37,766 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:02:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1027, loss: 3.1027 2025-04-29 04:26:20,363 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:01:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 2.9780, loss: 2.9780 2025-04-29 04:27:03,032 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:00:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.0526, loss: 3.0526 2025-04-29 04:27:45,827 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 7:59:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.8812, loss: 2.8812 2025-04-29 04:28:28,591 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 7:59:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.8460, loss: 2.8460 2025-04-29 04:28:31,700 - pyskl - INFO - Saving checkpoint at 44 epochs 2025-04-29 04:29:48,441 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 04:29:48,509 - pyskl - INFO - top1_acc 0.7756 top5_acc 0.9557 2025-04-29 04:29:48,511 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7756, top5_acc: 0.9557 2025-04-29 04:30:53,316 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 7:59:05, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.9832, loss: 2.9832 2025-04-29 04:31:35,702 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 7:58:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.9739, loss: 2.9739 2025-04-29 04:32:18,195 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 7:57:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.8493, loss: 2.8493 2025-04-29 04:33:00,736 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 7:56:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.9705, loss: 2.9705 2025-04-29 04:33:43,297 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 7:56:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9579, loss: 2.9579 2025-04-29 04:34:25,773 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 7:55:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.8248, loss: 2.8248 2025-04-29 04:35:08,243 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 7:54:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9325, loss: 2.9325 2025-04-29 04:35:50,791 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 7:53:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.0377, loss: 3.0377 2025-04-29 04:36:33,277 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 7:53:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.9138, loss: 2.9138 2025-04-29 04:37:15,796 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 7:52:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9682, loss: 2.9682 2025-04-29 04:37:58,233 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 7:51:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 2.9766, loss: 2.9766 2025-04-29 04:38:40,878 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 7:50:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.8775, loss: 2.8775 2025-04-29 04:39:23,526 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 7:50:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.0427, loss: 3.0427 2025-04-29 04:40:06,234 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 7:49:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.0290, loss: 3.0290 2025-04-29 04:40:48,735 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 7:48:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.8371, loss: 2.8371 2025-04-29 04:41:31,138 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 7:47:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9338, loss: 2.9338 2025-04-29 04:42:13,659 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 7:46:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9753, loss: 2.9753 2025-04-29 04:42:56,224 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:46:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0534, loss: 3.0534 2025-04-29 04:43:38,704 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:45:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0798, loss: 3.0798 2025-04-29 04:44:21,222 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:44:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.9082, loss: 2.9082 2025-04-29 04:45:03,712 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:43:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0425, loss: 3.0425 2025-04-29 04:45:46,142 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:43:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.0079, loss: 3.0079 2025-04-29 04:46:28,662 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:42:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9517, loss: 2.9517 2025-04-29 04:47:11,229 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:41:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8744, loss: 2.8744 2025-04-29 04:47:53,755 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:40:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9856, loss_cls: 3.0466, loss: 3.0466 2025-04-29 04:47:56,931 - pyskl - INFO - Saving checkpoint at 45 epochs 2025-04-29 04:49:13,652 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 04:49:13,720 - pyskl - INFO - top1_acc 0.8045 top5_acc 0.9665 2025-04-29 04:49:13,723 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8045, top5_acc: 0.9665 2025-04-29 04:50:18,872 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:40:55, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8913, loss: 2.8913 2025-04-29 04:51:01,454 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:40:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.9108, loss: 2.9108 2025-04-29 04:51:44,099 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:39:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.8752, loss: 2.8752 2025-04-29 04:52:26,780 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:38:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.9110, loss: 2.9110 2025-04-29 04:53:09,337 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:37:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 2.9376, loss: 2.9376 2025-04-29 04:53:51,826 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:37:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8759, loss: 2.8759 2025-04-29 04:54:34,386 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:36:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.0516, loss: 3.0516 2025-04-29 04:55:16,870 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:35:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 2.9375, loss: 2.9375 2025-04-29 04:55:59,391 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:34:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0561, loss: 3.0561 2025-04-29 04:56:41,880 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:34:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8879, loss: 2.8879 2025-04-29 04:57:24,618 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.9538, loss: 2.9538 2025-04-29 04:58:07,266 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:32:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9342, loss: 2.9342 2025-04-29 04:58:49,636 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:31:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9588, loss: 2.9588 2025-04-29 04:59:32,018 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:31:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.9373, loss: 2.9373 2025-04-29 05:00:14,524 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:30:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.8575, loss: 2.8575 2025-04-29 05:00:57,041 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:29:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0992, loss: 3.0992 2025-04-29 05:01:39,492 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:28:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9553, loss: 2.9553 2025-04-29 05:02:21,881 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:28:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9658, loss: 2.9658 2025-04-29 05:03:04,356 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:27:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.9557, loss: 2.9557 2025-04-29 05:03:46,819 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:26:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0194, loss: 3.0194 2025-04-29 05:04:29,347 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:25:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9838, loss_cls: 3.0023, loss: 3.0023 2025-04-29 05:05:11,873 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:25:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.8789, loss: 2.8789 2025-04-29 05:05:54,425 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:24:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.0578, loss: 3.0578 2025-04-29 05:06:36,942 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:23:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.9508, loss: 2.9508 2025-04-29 05:07:19,686 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:22:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 3.0414, loss: 3.0414 2025-04-29 05:07:22,822 - pyskl - INFO - Saving checkpoint at 46 epochs 2025-04-29 05:08:39,508 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 05:08:39,575 - pyskl - INFO - top1_acc 0.7797 top5_acc 0.9576 2025-04-29 05:08:39,578 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7797, top5_acc: 0.9576 2025-04-29 05:09:44,488 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:22:46, time: 0.649, data_time: 0.226, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7598, loss: 2.7598 2025-04-29 05:10:26,982 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:22:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.7981, loss: 2.7981 2025-04-29 05:11:09,420 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:21:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8812, loss: 2.8812 2025-04-29 05:11:51,846 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:20:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.9854, loss: 2.9854 2025-04-29 05:12:34,174 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:19:45, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9491, loss: 2.9491 2025-04-29 05:13:16,716 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:18:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8661, loss: 2.8661 2025-04-29 05:13:59,282 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:18:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.8611, loss: 2.8611 2025-04-29 05:14:41,870 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:17:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9725, loss_cls: 2.9210, loss: 2.9210 2025-04-29 05:15:24,432 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:16:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.9400, loss: 2.9400 2025-04-29 05:16:06,961 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:15:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8516, loss: 2.8516 2025-04-29 05:16:49,435 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:15:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 2.9689, loss: 2.9689 2025-04-29 05:17:32,142 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:14:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9875, loss_cls: 2.9799, loss: 2.9799 2025-04-29 05:18:14,758 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:13:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9690, loss: 2.9690 2025-04-29 05:18:57,303 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:12:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0139, loss: 3.0139 2025-04-29 05:19:39,776 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:12:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 3.0141, loss: 3.0141 2025-04-29 05:20:22,655 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:11:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 2.8081, loss: 2.8081 2025-04-29 05:21:05,439 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:10:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 2.9592, loss: 2.9592 2025-04-29 05:21:47,985 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:09:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.9750, loss: 2.9750 2025-04-29 05:22:30,491 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:09:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8846, loss: 2.8846 2025-04-29 05:23:13,043 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:08:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9795, loss: 2.9795 2025-04-29 05:23:55,566 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:07:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8898, loss: 2.8898 2025-04-29 05:24:38,284 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:06:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9933, loss: 2.9933 2025-04-29 05:25:21,041 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:06:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9688, loss_cls: 2.9750, loss: 2.9750 2025-04-29 05:26:03,511 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:05:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.9274, loss: 2.9274 2025-04-29 05:26:46,106 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:04:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8859, loss: 2.8859 2025-04-29 05:26:49,219 - pyskl - INFO - Saving checkpoint at 47 epochs 2025-04-29 05:28:05,969 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 05:28:06,036 - pyskl - INFO - top1_acc 0.8045 top5_acc 0.9700 2025-04-29 05:28:06,039 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8045, top5_acc: 0.9700 2025-04-29 05:29:10,980 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:04:40, time: 0.649, data_time: 0.223, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8787, loss: 2.8787 2025-04-29 05:29:53,574 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:03:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.8650, loss: 2.8650 2025-04-29 05:30:36,205 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:03:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.8240, loss: 2.8240 2025-04-29 05:31:18,861 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:02:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.7378, loss: 2.7378 2025-04-29 05:32:01,465 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:01:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.7968, loss: 2.7968 2025-04-29 05:32:43,976 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:00:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8830, loss: 2.8830 2025-04-29 05:33:26,469 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:00:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.9047, loss: 2.9047 2025-04-29 05:34:09,030 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 6:59:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.9248, loss: 2.9248 2025-04-29 05:34:51,708 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 6:58:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.9331, loss: 2.9331 2025-04-29 05:35:34,359 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 6:57:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.9079, loss: 2.9079 2025-04-29 05:36:16,919 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 6:57:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.8952, loss: 2.8952 2025-04-29 05:36:59,425 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 6:56:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 2.9863, loss: 2.9863 2025-04-29 05:37:41,875 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 6:55:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.9860, loss: 2.9860 2025-04-29 05:38:24,330 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 6:54:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9967, loss: 2.9967 2025-04-29 05:39:06,787 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 6:54:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8926, loss: 2.8926 2025-04-29 05:39:49,287 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 6:53:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9680, loss: 2.9680 2025-04-29 05:40:31,803 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 6:52:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 2.9580, loss: 2.9580 2025-04-29 05:41:14,314 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 6:51:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.8988, loss: 2.8988 2025-04-29 05:41:56,818 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 6:51:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8595, loss: 2.8595 2025-04-29 05:42:39,345 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 6:50:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9421, loss: 2.9421 2025-04-29 05:43:21,859 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 6:49:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9809, loss: 2.9809 2025-04-29 05:44:04,339 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 6:48:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9571, loss: 2.9571 2025-04-29 05:44:47,086 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 6:48:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.0479, loss: 3.0479 2025-04-29 05:45:29,644 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:47:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 3.0355, loss: 3.0355 2025-04-29 05:46:12,235 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:46:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9923, loss: 2.9923 2025-04-29 05:46:15,337 - pyskl - INFO - Saving checkpoint at 48 epochs 2025-04-29 05:47:31,750 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 05:47:31,817 - pyskl - INFO - top1_acc 0.7995 top5_acc 0.9645 2025-04-29 05:47:31,820 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7995, top5_acc: 0.9645 2025-04-29 05:48:36,247 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:46:31, time: 0.644, data_time: 0.219, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.8692, loss: 2.8692 2025-04-29 05:49:18,843 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:45:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.9193, loss: 2.9193 2025-04-29 05:50:01,461 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:45:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 2.8734, loss: 2.8734 2025-04-29 05:50:44,126 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8826, loss: 2.8826 2025-04-29 05:51:26,619 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:43:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8647, loss: 2.8647 2025-04-29 05:52:09,186 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:42:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9201, loss: 2.9201 2025-04-29 05:52:51,813 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:42:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.9228, loss: 2.9228 2025-04-29 05:53:34,364 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:41:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.8760, loss: 2.8760 2025-04-29 05:54:17,044 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:40:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9646, loss: 2.9646 2025-04-29 05:54:59,647 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:39:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9838, loss: 2.9838 2025-04-29 05:55:42,183 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:39:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.8647, loss: 2.8647 2025-04-29 05:56:24,693 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:38:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.0303, loss: 3.0303 2025-04-29 05:57:07,380 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:37:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.8875, loss: 2.8875 2025-04-29 05:57:49,876 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:36:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9854, loss: 2.9854 2025-04-29 05:58:32,403 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:36:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.8287, loss: 2.8287 2025-04-29 05:59:14,950 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:35:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.0626, loss: 3.0626 2025-04-29 05:59:57,521 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:34:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7985, loss: 2.7985 2025-04-29 06:00:40,105 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:33:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.9532, loss: 2.9532 2025-04-29 06:01:22,644 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:33:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9773, loss: 2.9773 2025-04-29 06:02:05,211 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:32:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.9417, loss: 2.9417 2025-04-29 06:02:47,684 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:31:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8899, loss: 2.8899 2025-04-29 06:03:30,232 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:30:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0162, loss: 3.0162 2025-04-29 06:04:12,779 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:30:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.0068, loss: 3.0068 2025-04-29 06:04:55,295 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:29:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9001, loss: 2.9001 2025-04-29 06:05:37,717 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:28:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.8479, loss: 2.8479 2025-04-29 06:05:40,778 - pyskl - INFO - Saving checkpoint at 49 epochs 2025-04-29 06:06:57,136 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 06:06:57,203 - pyskl - INFO - top1_acc 0.7937 top5_acc 0.9643 2025-04-29 06:06:57,205 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7937, top5_acc: 0.9643 2025-04-29 06:08:01,751 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:28:23, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.8435, loss: 2.8435 2025-04-29 06:08:44,129 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:27:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.7538, loss: 2.7538 2025-04-29 06:09:26,619 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:26:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.8480, loss: 2.8480 2025-04-29 06:10:08,978 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:26:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.8040, loss: 2.8040 2025-04-29 06:10:51,587 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:25:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.8904, loss: 2.8904 2025-04-29 06:11:34,038 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:24:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 2.9795, loss: 2.9795 2025-04-29 06:12:16,536 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:23:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.9089, loss: 2.9089 2025-04-29 06:12:59,176 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:23:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8576, loss: 2.8576 2025-04-29 06:13:41,607 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:22:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.9296, loss: 2.9296 2025-04-29 06:14:24,018 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:21:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8165, loss: 2.8165 2025-04-29 06:15:06,546 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:20:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8422, loss: 2.8422 2025-04-29 06:15:49,056 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:20:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.9397, loss: 2.9397 2025-04-29 06:16:31,505 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:19:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.8971, loss: 2.8971 2025-04-29 06:17:13,994 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:18:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9844, loss: 2.9844 2025-04-29 06:17:56,482 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:17:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8588, loss: 2.8588 2025-04-29 06:18:39,043 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:17:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8902, loss: 2.8902 2025-04-29 06:19:21,455 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:16:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.8711, loss: 2.8711 2025-04-29 06:20:04,006 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:15:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.9338, loss: 2.9338 2025-04-29 06:20:46,600 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:14:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.0177, loss: 3.0177 2025-04-29 06:21:29,045 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:14:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8858, loss: 2.8858 2025-04-29 06:22:11,466 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:13:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9031, loss: 2.9031 2025-04-29 06:22:53,902 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:12:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 2.9533, loss: 2.9533 2025-04-29 06:23:36,453 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:11:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.9604, loss: 2.9604 2025-04-29 06:24:19,281 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:11:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8450, loss: 2.8450 2025-04-29 06:25:02,120 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:10:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9035, loss: 2.9035 2025-04-29 06:25:05,192 - pyskl - INFO - Saving checkpoint at 50 epochs 2025-04-29 06:26:21,519 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 06:26:21,585 - pyskl - INFO - top1_acc 0.8083 top5_acc 0.9672 2025-04-29 06:26:21,588 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8083, top5_acc: 0.9672 2025-04-29 06:27:25,940 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:10:13, time: 0.643, data_time: 0.219, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8048, loss: 2.8048 2025-04-29 06:28:08,456 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.7638, loss: 2.7638 2025-04-29 06:28:51,026 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:08:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.8437, loss: 2.8437 2025-04-29 06:29:33,596 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:07:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8510, loss: 2.8510 2025-04-29 06:30:16,149 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:07:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.7798, loss: 2.7798 2025-04-29 06:30:58,562 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:06:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.9073, loss: 2.9073 2025-04-29 06:31:41,133 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:05:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8821, loss: 2.8821 2025-04-29 06:32:23,719 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:04:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.8954, loss: 2.8954 2025-04-29 06:33:06,032 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:04:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.8359, loss: 2.8359 2025-04-29 06:33:48,507 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:03:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.9272, loss: 2.9272 2025-04-29 06:34:31,047 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:02:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8801, loss: 2.8801 2025-04-29 06:35:13,416 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:01:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.8619, loss: 2.8619 2025-04-29 06:35:55,986 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:01:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.9876, loss: 2.9876 2025-04-29 06:36:38,519 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:00:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.8771, loss: 2.8771 2025-04-29 06:37:20,966 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 5:59:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8553, loss: 2.8553 2025-04-29 06:38:03,464 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 5:58:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.8311, loss: 2.8311 2025-04-29 06:38:45,977 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 5:58:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.8631, loss: 2.8631 2025-04-29 06:39:28,524 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 5:57:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8998, loss: 2.8998 2025-04-29 06:40:11,068 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 5:56:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9199, loss: 2.9199 2025-04-29 06:40:53,606 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 5:55:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9395, loss: 2.9395 2025-04-29 06:41:36,192 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 5:55:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.8795, loss: 2.8795 2025-04-29 06:42:18,721 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 5:54:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8538, loss: 2.8538 2025-04-29 06:43:01,291 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 5:53:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8120, loss: 2.8120 2025-04-29 06:43:43,911 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 5:52:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.9264, loss: 2.9264 2025-04-29 06:44:26,463 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 5:52:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 2.9616, loss: 2.9616 2025-04-29 06:44:29,562 - pyskl - INFO - Saving checkpoint at 51 epochs 2025-04-29 06:45:45,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 06:45:45,918 - pyskl - INFO - top1_acc 0.8077 top5_acc 0.9643 2025-04-29 06:45:45,921 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8077, top5_acc: 0.9643 2025-04-29 06:46:50,584 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 5:52:03, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.7413, loss: 2.7413 2025-04-29 06:47:33,194 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 5:51:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.7906, loss: 2.7906 2025-04-29 06:48:15,992 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 5:50:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8268, loss: 2.8268 2025-04-29 06:48:58,495 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 5:49:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.8244, loss: 2.8244 2025-04-29 06:49:41,152 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 5:49:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.8280, loss: 2.8280 2025-04-29 06:50:23,592 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 5:48:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.8493, loss: 2.8493 2025-04-29 06:51:06,119 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:47:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9573, loss: 2.9573 2025-04-29 06:51:48,632 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:46:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.9200, loss: 2.9200 2025-04-29 06:52:31,174 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:46:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9366, loss: 2.9366 2025-04-29 06:53:13,853 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:45:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8319, loss: 2.8319 2025-04-29 06:53:56,349 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:44:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.9029, loss: 2.9029 2025-04-29 06:54:38,976 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:43:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8798, loss: 2.8798 2025-04-29 06:55:21,595 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:43:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7440, loss: 2.7440 2025-04-29 06:56:04,212 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:42:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9248, loss: 2.9248 2025-04-29 06:56:46,699 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:41:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9630, loss: 2.9630 2025-04-29 06:57:29,179 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:40:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.8467, loss: 2.8467 2025-04-29 06:58:11,707 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:40:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9107, loss: 2.9107 2025-04-29 06:58:54,072 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:39:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.8314, loss: 2.8314 2025-04-29 06:59:36,600 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:38:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8428, loss: 2.8428 2025-04-29 07:00:19,129 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:37:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.8255, loss: 2.8255 2025-04-29 07:01:01,675 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:37:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8913, loss: 2.8913 2025-04-29 07:01:44,176 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:36:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 2.9812, loss: 2.9812 2025-04-29 07:02:26,736 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:35:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9010, loss: 2.9010 2025-04-29 07:03:09,155 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:34:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7970, loss: 2.7970 2025-04-29 07:03:51,615 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:34:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.8576, loss: 2.8576 2025-04-29 07:03:54,894 - pyskl - INFO - Saving checkpoint at 52 epochs 2025-04-29 07:05:11,316 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 07:05:11,383 - pyskl - INFO - top1_acc 0.7894 top5_acc 0.9558 2025-04-29 07:05:11,386 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.7894, top5_acc: 0.9558 2025-04-29 07:06:16,601 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:33:56, time: 0.652, data_time: 0.224, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.9534, loss: 2.9534 2025-04-29 07:06:59,195 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:33:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8504, loss: 2.8504 2025-04-29 07:07:41,843 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:32:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9377, loss: 2.9377 2025-04-29 07:08:24,439 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:31:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.8636, loss: 2.8636 2025-04-29 07:09:07,039 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:30:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8445, loss: 2.8445 2025-04-29 07:09:49,575 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:30:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.8499, loss: 2.8499 2025-04-29 07:10:32,052 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:29:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.9047, loss: 2.9047 2025-04-29 07:11:14,466 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:28:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.7713, loss: 2.7713 2025-04-29 07:11:56,822 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:27:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7606, loss: 2.7606 2025-04-29 07:12:39,307 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:27:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8388, loss: 2.8388 2025-04-29 07:13:22,004 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:26:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7877, loss: 2.7877 2025-04-29 07:14:04,487 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:25:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.9414, loss: 2.9414 2025-04-29 07:14:47,031 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:24:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9190, loss: 2.9190 2025-04-29 07:15:29,617 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:24:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9420, loss: 2.9420 2025-04-29 07:16:12,212 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:23:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8531, loss: 2.8531 2025-04-29 07:16:54,665 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:22:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7836, loss: 2.7836 2025-04-29 07:17:37,177 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:21:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8109, loss: 2.8109 2025-04-29 07:18:19,739 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:21:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8815, loss: 2.8815 2025-04-29 07:19:02,302 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:20:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 2.8050, loss: 2.8050 2025-04-29 07:19:45,247 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:19:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 2.9129, loss: 2.9129 2025-04-29 07:20:27,955 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:19:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.7408, loss: 2.7408 2025-04-29 07:21:10,476 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:18:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.8504, loss: 2.8504 2025-04-29 07:21:52,974 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:17:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8359, loss: 2.8359 2025-04-29 07:22:35,443 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:16:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9103, loss: 2.9103 2025-04-29 07:23:17,942 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:16:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8900, loss: 2.8900 2025-04-29 07:23:21,061 - pyskl - INFO - Saving checkpoint at 53 epochs 2025-04-29 07:24:37,927 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 07:24:37,994 - pyskl - INFO - top1_acc 0.8060 top5_acc 0.9639 2025-04-29 07:24:37,997 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8060, top5_acc: 0.9639 2025-04-29 07:25:42,977 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:15:49, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 2.6641, loss: 2.6641 2025-04-29 07:26:25,450 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:15:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.7449, loss: 2.7449 2025-04-29 07:27:08,009 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:14:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8274, loss: 2.8274 2025-04-29 07:27:50,672 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:13:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.6972, loss: 2.6972 2025-04-29 07:28:33,292 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:12:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8116, loss: 2.8116 2025-04-29 07:29:15,820 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:12:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.9219, loss: 2.9219 2025-04-29 07:29:58,382 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:11:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7809, loss: 2.7809 2025-04-29 07:30:40,887 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:10:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9357, loss: 2.9357 2025-04-29 07:31:23,375 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:09:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9373, loss: 2.9373 2025-04-29 07:32:05,916 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:09:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8665, loss: 2.8665 2025-04-29 07:32:48,449 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:08:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9001, loss: 2.9001 2025-04-29 07:33:30,916 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:07:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7748, loss: 2.7748 2025-04-29 07:34:13,355 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:06:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 2.8968, loss: 2.8968 2025-04-29 07:34:55,635 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:06:06, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8842, loss: 2.8842 2025-04-29 07:35:38,147 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:05:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8201, loss: 2.8201 2025-04-29 07:36:20,206 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:04:35, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7925, loss: 2.7925 2025-04-29 07:37:02,529 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:03:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.8309, loss: 2.8309 2025-04-29 07:37:44,974 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:03:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7998, loss: 2.7998 2025-04-29 07:38:27,403 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:02:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9831, loss: 2.9831 2025-04-29 07:39:09,859 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:01:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8913, loss: 2.8913 2025-04-29 07:39:52,423 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:00:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.9106, loss: 2.9106 2025-04-29 07:40:34,850 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:00:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.8562, loss: 2.8562 2025-04-29 07:41:17,444 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 4:59:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.7978, loss: 2.7978 2025-04-29 07:41:59,909 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 4:58:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9586, loss: 2.9586 2025-04-29 07:42:42,452 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 4:57:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7649, loss: 2.7649 2025-04-29 07:42:45,736 - pyskl - INFO - Saving checkpoint at 54 epochs 2025-04-29 07:44:02,911 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 07:44:02,978 - pyskl - INFO - top1_acc 0.7820 top5_acc 0.9609 2025-04-29 07:44:02,981 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7820, top5_acc: 0.9609 2025-04-29 07:45:08,575 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 4:57:40, time: 0.656, data_time: 0.230, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9919, loss_cls: 2.6414, loss: 2.6414 2025-04-29 07:45:51,167 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 4:56:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.7360, loss: 2.7360 2025-04-29 07:46:33,829 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 4:56:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.8418, loss: 2.8418 2025-04-29 07:47:16,403 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 4:55:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.8422, loss: 2.8422 2025-04-29 07:47:59,006 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 4:54:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7241, loss: 2.7241 2025-04-29 07:48:41,455 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 4:53:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.8804, loss: 2.8804 2025-04-29 07:49:23,887 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 4:53:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7384, loss: 2.7384 2025-04-29 07:50:06,398 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 4:52:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8133, loss: 2.8133 2025-04-29 07:50:48,860 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 4:51:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.7888, loss: 2.7888 2025-04-29 07:51:31,342 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 4:50:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9875, loss_cls: 2.9033, loss: 2.9033 2025-04-29 07:52:13,824 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 4:50:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.9066, loss: 2.9066 2025-04-29 07:52:56,368 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 4:49:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.8772, loss: 2.8772 2025-04-29 07:53:38,812 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 4:48:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8515, loss: 2.8515 2025-04-29 07:54:21,256 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:47:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.7117, loss: 2.7117 2025-04-29 07:55:03,635 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:47:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8405, loss: 2.8405 2025-04-29 07:55:46,199 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:46:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8722, loss: 2.8722 2025-04-29 07:56:28,669 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:45:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.8093, loss: 2.8093 2025-04-29 07:57:11,173 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:44:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8369, loss: 2.8369 2025-04-29 07:57:53,700 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:44:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8694, loss: 2.8694 2025-04-29 07:58:36,295 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:43:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9365, loss: 2.9365 2025-04-29 07:59:19,161 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:42:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.8356, loss: 2.8356 2025-04-29 08:00:01,639 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:41:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8883, loss: 2.8883 2025-04-29 08:00:44,166 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:41:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.9857, loss: 2.9857 2025-04-29 08:01:26,860 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:40:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.7836, loss: 2.7836 2025-04-29 08:02:09,558 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:39:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8580, loss: 2.8580 2025-04-29 08:02:12,652 - pyskl - INFO - Saving checkpoint at 55 epochs 2025-04-29 08:03:29,744 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 08:03:29,811 - pyskl - INFO - top1_acc 0.7698 top5_acc 0.9611 2025-04-29 08:03:29,814 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7698, top5_acc: 0.9611 2025-04-29 08:04:34,895 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:39:33, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7842, loss: 2.7842 2025-04-29 08:05:17,352 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:38:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.7603, loss: 2.7603 2025-04-29 08:05:59,862 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:38:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8767, loss: 2.8767 2025-04-29 08:06:42,462 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:37:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.8439, loss: 2.8439 2025-04-29 08:07:25,073 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:36:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8329, loss: 2.8329 2025-04-29 08:08:07,546 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:35:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7452, loss: 2.7452 2025-04-29 08:08:50,034 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:35:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.7218, loss: 2.7218 2025-04-29 08:09:32,524 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:34:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8758, loss: 2.8758 2025-04-29 08:10:14,935 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:33:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7742, loss: 2.7742 2025-04-29 08:10:57,422 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:32:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7524, loss: 2.7524 2025-04-29 08:11:39,802 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:32:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.7475, loss: 2.7475 2025-04-29 08:12:22,270 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:31:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.7808, loss: 2.7808 2025-04-29 08:13:04,734 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:30:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.7965, loss: 2.7965 2025-04-29 08:13:47,232 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:29:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9894, loss_cls: 2.8733, loss: 2.8733 2025-04-29 08:14:29,808 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:29:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7065, loss: 2.7065 2025-04-29 08:15:12,288 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:28:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9596, loss: 2.9596 2025-04-29 08:15:54,832 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:27:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.8206, loss: 2.8206 2025-04-29 08:16:37,203 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:26:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.9500, loss: 2.9500 2025-04-29 08:17:19,145 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:26:05, time: 0.419, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.9324, loss: 2.9324 2025-04-29 08:18:01,372 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:25:20, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.8525, loss: 2.8525 2025-04-29 08:18:43,791 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:24:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8926, loss: 2.8926 2025-04-29 08:19:26,216 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:23:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8170, loss: 2.8170 2025-04-29 08:20:08,747 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:23:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.8650, loss: 2.8650 2025-04-29 08:20:51,301 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:22:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 2.8499, loss: 2.8499 2025-04-29 08:21:33,797 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:21:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.8275, loss: 2.8275 2025-04-29 08:21:37,048 - pyskl - INFO - Saving checkpoint at 56 epochs 2025-04-29 08:22:54,584 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 08:22:54,651 - pyskl - INFO - top1_acc 0.8134 top5_acc 0.9671 2025-04-29 08:22:54,702 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_39.pth was removed 2025-04-29 08:22:55,743 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. 2025-04-29 08:22:55,744 - pyskl - INFO - Best top1_acc is 0.8134 at 56 epoch. 2025-04-29 08:22:55,747 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8134, top5_acc: 0.9671 2025-04-29 08:24:01,296 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:21:23, time: 0.655, data_time: 0.229, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.7711, loss: 2.7711 2025-04-29 08:24:43,648 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:20:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7545, loss: 2.7545 2025-04-29 08:25:26,065 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:19:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.6547, loss: 2.6547 2025-04-29 08:26:08,698 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:19:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8494, loss: 2.8494 2025-04-29 08:26:51,179 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:18:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.7486, loss: 2.7486 2025-04-29 08:27:33,847 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:17:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.7751, loss: 2.7751 2025-04-29 08:28:16,450 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:16:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.7280, loss: 2.7280 2025-04-29 08:28:59,060 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:16:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7558, loss: 2.7558 2025-04-29 08:29:41,680 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:15:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.7578, loss: 2.7578 2025-04-29 08:30:24,202 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:14:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8195, loss: 2.8195 2025-04-29 08:31:06,819 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:13:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8143, loss: 2.8143 2025-04-29 08:31:49,339 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:13:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.8835, loss: 2.8835 2025-04-29 08:32:31,831 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:12:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8770, loss: 2.8770 2025-04-29 08:33:14,372 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:11:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8855, loss: 2.8855 2025-04-29 08:33:56,944 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:10:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.7395, loss: 2.7395 2025-04-29 08:34:39,595 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:10:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8401, loss: 2.8401 2025-04-29 08:35:22,062 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.8650, loss: 2.8650 2025-04-29 08:36:04,539 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:08:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.8022, loss: 2.8022 2025-04-29 08:36:47,091 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:07:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9354, loss: 2.9354 2025-04-29 08:37:29,561 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:07:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.6498, loss: 2.6498 2025-04-29 08:38:12,190 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:06:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8721, loss: 2.8721 2025-04-29 08:38:54,695 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:05:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8346, loss: 2.8346 2025-04-29 08:39:37,212 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:05:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.9447, loss: 2.9447 2025-04-29 08:40:19,750 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:04:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.7238, loss: 2.7238 2025-04-29 08:41:02,322 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:03:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.7755, loss: 2.7755 2025-04-29 08:41:05,735 - pyskl - INFO - Saving checkpoint at 57 epochs 2025-04-29 08:42:22,775 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 08:42:22,841 - pyskl - INFO - top1_acc 0.8284 top5_acc 0.9696 2025-04-29 08:42:22,891 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_56.pth was removed 2025-04-29 08:42:23,909 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. 2025-04-29 08:42:23,910 - pyskl - INFO - Best top1_acc is 0.8284 at 57 epoch. 2025-04-29 08:42:23,912 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8284, top5_acc: 0.9696 2025-04-29 08:43:28,883 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:03:16, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6979, loss: 2.6979 2025-04-29 08:44:11,375 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:02:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.7343, loss: 2.7343 2025-04-29 08:44:53,946 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:01:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.8115, loss: 2.8115 2025-04-29 08:45:36,394 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:01:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.7944, loss: 2.7944 2025-04-29 08:46:18,822 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:00:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8252, loss: 2.8252 2025-04-29 08:47:01,245 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 3:59:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6934, loss: 2.6934 2025-04-29 08:47:43,764 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 3:58:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.8008, loss: 2.8008 2025-04-29 08:48:26,303 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 3:58:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.7567, loss: 2.7567 2025-04-29 08:49:08,791 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 3:57:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8189, loss: 2.8189 2025-04-29 08:49:51,260 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 3:56:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 2.8777, loss: 2.8777 2025-04-29 08:50:33,673 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 3:55:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8077, loss: 2.8077 2025-04-29 08:51:16,240 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 3:55:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.7698, loss: 2.7698 2025-04-29 08:51:58,643 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 3:54:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8903, loss: 2.8903 2025-04-29 08:52:40,894 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 3:53:33, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7979, loss: 2.7979 2025-04-29 08:53:23,452 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 3:52:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8844, loss: 2.8844 2025-04-29 08:54:06,013 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 3:52:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.7505, loss: 2.7505 2025-04-29 08:54:48,403 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 3:51:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.8838, loss: 2.8838 2025-04-29 08:55:30,883 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 3:50:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8494, loss: 2.8494 2025-04-29 08:56:13,429 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 3:49:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.8498, loss: 2.8498 2025-04-29 08:56:55,998 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 3:49:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6472, loss: 2.6472 2025-04-29 08:57:38,505 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:48:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8110, loss: 2.8110 2025-04-29 08:58:21,064 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:47:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.8371, loss: 2.8371 2025-04-29 08:59:03,671 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:46:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.8371, loss: 2.8371 2025-04-29 08:59:46,322 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:46:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.6786, loss: 2.6786 2025-04-29 09:00:28,859 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:45:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 2.9277, loss: 2.9277 2025-04-29 09:00:32,082 - pyskl - INFO - Saving checkpoint at 58 epochs 2025-04-29 09:01:49,414 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 09:01:49,481 - pyskl - INFO - top1_acc 0.8122 top5_acc 0.9705 2025-04-29 09:01:49,484 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8122, top5_acc: 0.9705 2025-04-29 09:02:54,944 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:45:08, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.5667, loss: 2.5667 2025-04-29 09:03:37,363 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:44:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.6596, loss: 2.6596 2025-04-29 09:04:19,839 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:43:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.8064, loss: 2.8064 2025-04-29 09:05:02,267 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:42:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 2.7910, loss: 2.7910 2025-04-29 09:05:44,663 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:42:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.7519, loss: 2.7519 2025-04-29 09:06:27,218 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:41:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7340, loss: 2.7340 2025-04-29 09:07:09,657 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:40:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.7913, loss: 2.7913 2025-04-29 09:07:52,083 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:39:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6865, loss: 2.6865 2025-04-29 09:08:34,475 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:39:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.6993, loss: 2.6993 2025-04-29 09:09:16,872 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:38:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8667, loss: 2.8667 2025-04-29 09:09:59,327 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:37:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.8208, loss: 2.8208 2025-04-29 09:10:41,886 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:36:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7386, loss: 2.7386 2025-04-29 09:11:24,429 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:36:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7912, loss: 2.7912 2025-04-29 09:12:06,976 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:35:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7260, loss: 2.7260 2025-04-29 09:12:49,460 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:34:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 2.6788, loss: 2.6788 2025-04-29 09:13:31,875 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:33:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6176, loss: 2.6176 2025-04-29 09:14:14,253 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:33:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 2.8308, loss: 2.8308 2025-04-29 09:14:56,678 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:32:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8280, loss: 2.8280 2025-04-29 09:15:39,177 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:31:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.8226, loss: 2.8226 2025-04-29 09:16:21,692 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:30:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.8695, loss: 2.8695 2025-04-29 09:17:04,220 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:30:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7988, loss: 2.7988 2025-04-29 09:17:46,954 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.7828, loss: 2.7828 2025-04-29 09:18:29,660 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:28:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.8897, loss: 2.8897 2025-04-29 09:19:12,423 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:28:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.8066, loss: 2.8066 2025-04-29 09:19:54,951 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:27:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.8396, loss: 2.8396 2025-04-29 09:19:58,186 - pyskl - INFO - Saving checkpoint at 59 epochs 2025-04-29 09:21:15,039 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 09:21:15,107 - pyskl - INFO - top1_acc 0.7696 top5_acc 0.9614 2025-04-29 09:21:15,109 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.7696, top5_acc: 0.9614 2025-04-29 09:22:20,619 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:27:00, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.6142, loss: 2.6142 2025-04-29 09:23:03,129 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:26:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.7005, loss: 2.7005 2025-04-29 09:23:45,659 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:25:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.7914, loss: 2.7914 2025-04-29 09:24:28,276 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:24:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7834, loss: 2.7834 2025-04-29 09:25:10,864 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:24:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7617, loss: 2.7617 2025-04-29 09:25:53,575 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:23:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.7062, loss: 2.7062 2025-04-29 09:26:36,379 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:22:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.7027, loss: 2.7027 2025-04-29 09:27:19,153 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:21:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.6393, loss: 2.6393 2025-04-29 09:28:01,779 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:21:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8366, loss: 2.8366 2025-04-29 09:28:44,379 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:20:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.7330, loss: 2.7330 2025-04-29 09:29:26,862 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:19:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8443, loss: 2.8443 2025-04-29 09:30:09,459 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:18:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.7360, loss: 2.7360 2025-04-29 09:30:51,999 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:18:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.7961, loss: 2.7961 2025-04-29 09:31:34,574 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:17:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6757, loss: 2.6757 2025-04-29 09:32:17,100 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:16:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.7886, loss: 2.7886 2025-04-29 09:32:59,583 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:15:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.7950, loss: 2.7950 2025-04-29 09:33:42,166 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:15:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8070, loss: 2.8070 2025-04-29 09:34:24,690 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:14:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.7655, loss: 2.7655 2025-04-29 09:35:07,271 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:13:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.6230, loss: 2.6230 2025-04-29 09:35:50,031 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:12:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.7688, loss: 2.7688 2025-04-29 09:36:32,787 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:12:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7821, loss: 2.7821 2025-04-29 09:37:15,344 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:11:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.6781, loss: 2.6781 2025-04-29 09:37:57,949 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:10:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.8040, loss: 2.8040 2025-04-29 09:38:40,743 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:09:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.7835, loss: 2.7835 2025-04-29 09:39:23,430 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:09:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.8511, loss: 2.8511 2025-04-29 09:39:26,593 - pyskl - INFO - Saving checkpoint at 60 epochs 2025-04-29 09:40:43,843 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 09:40:43,911 - pyskl - INFO - top1_acc 0.8086 top5_acc 0.9698 2025-04-29 09:40:43,913 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8086, top5_acc: 0.9698 2025-04-29 09:41:49,492 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:08:56, time: 0.656, data_time: 0.229, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.5972, loss: 2.5972 2025-04-29 09:42:32,146 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:08:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.7502, loss: 2.7502 2025-04-29 09:43:14,731 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:07:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.6560, loss: 2.6560 2025-04-29 09:43:57,343 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:06:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.7772, loss: 2.7772 2025-04-29 09:44:40,009 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:05:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7322, loss: 2.7322 2025-04-29 09:45:22,650 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:05:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6860, loss: 2.6860 2025-04-29 09:46:05,198 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:04:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6867, loss: 2.6867 2025-04-29 09:46:47,675 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:03:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.6684, loss: 2.6684 2025-04-29 09:47:30,212 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:03:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7410, loss: 2.7410 2025-04-29 09:48:12,893 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:02:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6365, loss: 2.6365 2025-04-29 09:48:55,129 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:01:31, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.9273, loss: 2.9273 2025-04-29 09:49:37,548 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:00:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.8164, loss: 2.8164 2025-04-29 09:50:20,109 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:00:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 2.8209, loss: 2.8209 2025-04-29 09:51:02,678 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 2:59:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6538, loss: 2.6538 2025-04-29 09:51:45,238 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 2:58:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.6986, loss: 2.6986 2025-04-29 09:52:27,948 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 2:57:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.7125, loss: 2.7125 2025-04-29 09:53:10,598 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 2:57:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.7648, loss: 2.7648 2025-04-29 09:53:53,038 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 2:56:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9900, loss_cls: 2.8080, loss: 2.8080 2025-04-29 09:54:35,506 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 2:55:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7284, loss: 2.7284 2025-04-29 09:55:18,020 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 2:54:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.7867, loss: 2.7867 2025-04-29 09:56:00,486 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 2:54:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7428, loss: 2.7428 2025-04-29 09:56:42,909 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 2:53:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.7911, loss: 2.7911 2025-04-29 09:57:25,472 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 2:52:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7603, loss: 2.7603 2025-04-29 09:58:07,940 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 2:51:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8332, loss: 2.8332 2025-04-29 09:58:50,364 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 2:51:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7033, loss: 2.7033 2025-04-29 09:58:53,678 - pyskl - INFO - Saving checkpoint at 61 epochs 2025-04-29 10:00:10,855 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 10:00:10,923 - pyskl - INFO - top1_acc 0.8149 top5_acc 0.9702 2025-04-29 10:00:10,926 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8149, top5_acc: 0.9702 2025-04-29 10:01:16,231 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 2:50:49, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.7265, loss: 2.7265 2025-04-29 10:01:58,812 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 2:50:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.7892, loss: 2.7892 2025-04-29 10:02:41,291 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 2:49:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6354, loss: 2.6354 2025-04-29 10:03:23,915 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:48:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6051, loss: 2.6051 2025-04-29 10:04:06,604 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:47:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.6706, loss: 2.6706 2025-04-29 10:04:49,163 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:47:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.6747, loss: 2.6747 2025-04-29 10:05:31,507 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:46:22, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.6750, loss: 2.6750 2025-04-29 10:06:13,952 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:45:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.6780, loss: 2.6780 2025-04-29 10:06:56,479 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:44:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7687, loss: 2.7687 2025-04-29 10:07:39,023 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:44:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.7283, loss: 2.7283 2025-04-29 10:08:21,519 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:43:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7488, loss: 2.7488 2025-04-29 10:09:03,890 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:42:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.7567, loss: 2.7567 2025-04-29 10:09:46,284 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:41:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.6218, loss: 2.6218 2025-04-29 10:10:28,730 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:41:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7471, loss: 2.7471 2025-04-29 10:11:11,250 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:40:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.8172, loss: 2.8172 2025-04-29 10:11:53,630 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:39:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8393, loss: 2.8393 2025-04-29 10:12:36,064 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:38:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.8631, loss: 2.8631 2025-04-29 10:13:18,479 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:38:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7338, loss: 2.7338 2025-04-29 10:14:00,894 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:37:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.7918, loss: 2.7918 2025-04-29 10:14:43,371 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:36:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.8017, loss: 2.8017 2025-04-29 10:15:25,831 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:35:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.6741, loss: 2.6741 2025-04-29 10:16:08,340 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:35:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8058, loss: 2.8058 2025-04-29 10:16:50,794 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:34:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.8810, loss: 2.8810 2025-04-29 10:17:33,417 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:33:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8401, loss: 2.8401 2025-04-29 10:18:15,888 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:32:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8722, loss: 2.8722 2025-04-29 10:18:19,215 - pyskl - INFO - Saving checkpoint at 62 epochs 2025-04-29 10:19:36,533 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 10:19:36,600 - pyskl - INFO - top1_acc 0.8228 top5_acc 0.9691 2025-04-29 10:19:36,603 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8228, top5_acc: 0.9691 2025-04-29 10:20:42,096 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:32:41, time: 0.655, data_time: 0.230, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6165, loss: 2.6165 2025-04-29 10:21:24,627 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:31:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9925, loss_cls: 2.6610, loss: 2.6610 2025-04-29 10:22:07,010 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:31:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7246, loss: 2.7246 2025-04-29 10:22:49,388 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:30:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6527, loss: 2.6527 2025-04-29 10:23:31,748 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:29:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.7190, loss: 2.7190 2025-04-29 10:24:14,271 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:28:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7779, loss: 2.7779 2025-04-29 10:24:56,755 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:28:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.7663, loss: 2.7663 2025-04-29 10:25:39,127 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:27:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.7545, loss: 2.7545 2025-04-29 10:26:21,662 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:26:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.7915, loss: 2.7915 2025-04-29 10:27:04,134 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:26:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7715, loss: 2.7715 2025-04-29 10:27:46,592 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:25:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7250, loss: 2.7250 2025-04-29 10:28:29,195 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:24:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6848, loss: 2.6848 2025-04-29 10:29:11,902 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7700, loss: 2.7700 2025-04-29 10:29:54,549 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:23:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.7140, loss: 2.7140 2025-04-29 10:30:37,290 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:22:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.6484, loss: 2.6484 2025-04-29 10:31:19,862 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:21:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.7155, loss: 2.7155 2025-04-29 10:32:02,318 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:20:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.6275, loss: 2.6275 2025-04-29 10:32:44,870 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:20:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.7012, loss: 2.7012 2025-04-29 10:33:27,411 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:19:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.7053, loss: 2.7053 2025-04-29 10:34:09,936 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:18:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7675, loss: 2.7675 2025-04-29 10:34:52,412 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:17:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7532, loss: 2.7532 2025-04-29 10:35:34,892 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:17:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5764, loss: 2.5764 2025-04-29 10:36:17,466 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:16:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.7641, loss: 2.7641 2025-04-29 10:36:59,895 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:15:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.7664, loss: 2.7664 2025-04-29 10:37:42,514 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:14:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.7629, loss: 2.7629 2025-04-29 10:37:45,973 - pyskl - INFO - Saving checkpoint at 63 epochs 2025-04-29 10:39:02,865 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 10:39:02,933 - pyskl - INFO - top1_acc 0.8014 top5_acc 0.9646 2025-04-29 10:39:02,935 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8014, top5_acc: 0.9646 2025-04-29 10:40:08,226 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:14:34, time: 0.653, data_time: 0.229, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.6363, loss: 2.6363 2025-04-29 10:40:50,461 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:13:49, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.7153, loss: 2.7153 2025-04-29 10:41:32,863 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:13:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6735, loss: 2.6735 2025-04-29 10:42:15,223 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:12:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7833, loss: 2.7833 2025-04-29 10:42:57,553 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:11:35, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.6441, loss: 2.6441 2025-04-29 10:43:40,053 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:10:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6797, loss: 2.6797 2025-04-29 10:44:22,512 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:10:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6651, loss: 2.6651 2025-04-29 10:45:04,943 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:09:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.7478, loss: 2.7478 2025-04-29 10:45:47,403 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:08:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.7183, loss: 2.7183 2025-04-29 10:46:29,807 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:07:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6121, loss: 2.6121 2025-04-29 10:47:12,362 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:07:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7771, loss: 2.7771 2025-04-29 10:47:54,720 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:06:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.7224, loss: 2.7224 2025-04-29 10:48:37,283 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:05:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6098, loss: 2.6098 2025-04-29 10:49:19,976 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:04:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7986, loss: 2.7986 2025-04-29 10:50:02,447 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:04:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.7490, loss: 2.7490 2025-04-29 10:50:44,849 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:03:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7556, loss: 2.7556 2025-04-29 10:51:27,311 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:02:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8155, loss: 2.8155 2025-04-29 10:52:09,700 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:01:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.8782, loss: 2.8782 2025-04-29 10:52:52,111 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:01:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7034, loss: 2.7034 2025-04-29 10:53:34,450 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:00:26, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.6646, loss: 2.6646 2025-04-29 10:54:16,811 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 1:59:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.8025, loss: 2.8025 2025-04-29 10:54:59,135 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 1:58:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.8160, loss: 2.8160 2025-04-29 10:55:41,562 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 1:58:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.7151, loss: 2.7151 2025-04-29 10:56:24,008 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 1:57:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.6923, loss: 2.6923 2025-04-29 10:57:06,410 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 1:56:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7970, loss: 2.7970 2025-04-29 10:57:09,754 - pyskl - INFO - Saving checkpoint at 64 epochs 2025-04-29 10:58:26,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 10:58:26,918 - pyskl - INFO - top1_acc 0.8094 top5_acc 0.9702 2025-04-29 10:58:26,921 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8094, top5_acc: 0.9702 2025-04-29 10:59:32,294 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 1:56:23, time: 0.654, data_time: 0.229, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.6679, loss: 2.6679 2025-04-29 11:00:14,684 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 1:55:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.5640, loss: 2.5640 2025-04-29 11:00:57,048 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 1:54:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6758, loss: 2.6758 2025-04-29 11:01:39,467 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 1:54:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.5178, loss: 2.5178 2025-04-29 11:02:22,122 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 1:53:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5016, loss: 2.5016 2025-04-29 11:03:04,699 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 1:52:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7343, loss: 2.7343 2025-04-29 11:03:47,185 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 1:51:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6875, loss: 2.6875 2025-04-29 11:04:29,692 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 1:51:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6147, loss: 2.6147 2025-04-29 11:05:12,266 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 1:50:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.6077, loss: 2.6077 2025-04-29 11:05:54,767 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 1:49:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.6016, loss: 2.6016 2025-04-29 11:06:37,196 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:48:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6484, loss: 2.6484 2025-04-29 11:07:19,654 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:48:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9881, loss_cls: 2.7296, loss: 2.7296 2025-04-29 11:08:02,063 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:47:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8251, loss: 2.8251 2025-04-29 11:08:44,471 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:46:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7024, loss: 2.7024 2025-04-29 11:09:26,839 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:46:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.6864, loss: 2.6864 2025-04-29 11:10:09,240 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:45:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7127, loss: 2.7127 2025-04-29 11:10:51,618 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:44:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.8277, loss: 2.8277 2025-04-29 11:11:33,992 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:43:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8103, loss: 2.8103 2025-04-29 11:12:16,458 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:43:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7574, loss: 2.7574 2025-04-29 11:12:58,887 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:42:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.7163, loss: 2.7163 2025-04-29 11:13:41,308 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:41:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.6735, loss: 2.6735 2025-04-29 11:14:23,875 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:40:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.6483, loss: 2.6483 2025-04-29 11:15:06,399 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:40:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7350, loss: 2.7350 2025-04-29 11:15:48,953 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:39:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.7689, loss: 2.7689 2025-04-29 11:16:31,426 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:38:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.7110, loss: 2.7110 2025-04-29 11:16:34,578 - pyskl - INFO - Saving checkpoint at 65 epochs 2025-04-29 11:17:52,430 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 11:17:52,499 - pyskl - INFO - top1_acc 0.8005 top5_acc 0.9680 2025-04-29 11:17:52,501 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8005, top5_acc: 0.9680 2025-04-29 11:18:58,119 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:38:15, time: 0.656, data_time: 0.229, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.6102, loss: 2.6102 2025-04-29 11:19:40,708 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:37:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.5814, loss: 2.5814 2025-04-29 11:20:23,190 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:36:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.7106, loss: 2.7106 2025-04-29 11:21:05,717 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:36:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.6685, loss: 2.6685 2025-04-29 11:21:48,339 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:35:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5595, loss: 2.5595 2025-04-29 11:22:30,875 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:34:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7682, loss: 2.7682 2025-04-29 11:23:13,427 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:33:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.7191, loss: 2.7191 2025-04-29 11:23:56,172 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:33:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7043, loss: 2.7043 2025-04-29 11:24:38,856 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:32:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6905, loss: 2.6905 2025-04-29 11:25:21,600 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:31:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.6524, loss: 2.6524 2025-04-29 11:26:04,026 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:30:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.5781, loss: 2.5781 2025-04-29 11:26:46,453 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:30:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.6996, loss: 2.6996 2025-04-29 11:27:28,875 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:29:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.7478, loss: 2.7478 2025-04-29 11:28:11,554 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:28:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.6681, loss: 2.6681 2025-04-29 11:28:53,995 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:27:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6571, loss: 2.6571 2025-04-29 11:29:36,378 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:27:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5109, loss: 2.5109 2025-04-29 11:30:18,831 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:26:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6916, loss: 2.6916 2025-04-29 11:31:01,243 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:25:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.7867, loss: 2.7867 2025-04-29 11:31:43,587 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:24:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.6966, loss: 2.6966 2025-04-29 11:32:26,011 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:24:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7358, loss: 2.7358 2025-04-29 11:33:08,452 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:23:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5752, loss: 2.5752 2025-04-29 11:33:50,891 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:22:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.6861, loss: 2.6861 2025-04-29 11:34:33,346 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:21:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.6960, loss: 2.6960 2025-04-29 11:35:15,746 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:21:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.7008, loss: 2.7008 2025-04-29 11:35:58,131 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:20:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.6505, loss: 2.6505 2025-04-29 11:36:01,238 - pyskl - INFO - Saving checkpoint at 66 epochs 2025-04-29 11:37:18,174 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 11:37:18,241 - pyskl - INFO - top1_acc 0.8192 top5_acc 0.9700 2025-04-29 11:37:18,244 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8192, top5_acc: 0.9700 2025-04-29 11:38:23,501 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:20:07, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6511, loss: 2.6511 2025-04-29 11:39:06,112 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:19:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.6568, loss: 2.6568 2025-04-29 11:39:48,702 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:18:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.7011, loss: 2.7011 2025-04-29 11:40:31,256 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:17:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.6602, loss: 2.6602 2025-04-29 11:41:13,949 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:17:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9925, loss_cls: 2.6483, loss: 2.6483 2025-04-29 11:41:56,530 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:16:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6825, loss: 2.6825 2025-04-29 11:42:39,182 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:15:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.6637, loss: 2.6637 2025-04-29 11:43:21,811 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:14:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6063, loss: 2.6063 2025-04-29 11:44:04,526 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:14:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5703, loss: 2.5703 2025-04-29 11:44:47,146 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:13:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.6948, loss: 2.6948 2025-04-29 11:45:29,719 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:12:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6327, loss: 2.6327 2025-04-29 11:46:12,214 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:12:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.6692, loss: 2.6692 2025-04-29 11:46:54,781 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:11:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7107, loss: 2.7107 2025-04-29 11:47:37,322 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:10:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7280, loss: 2.7280 2025-04-29 11:48:19,874 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:09:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.5366, loss: 2.5366 2025-04-29 11:49:02,291 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:09:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6292, loss: 2.6292 2025-04-29 11:49:44,794 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:08:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.6172, loss: 2.6172 2025-04-29 11:50:27,331 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:07:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7557, loss: 2.7557 2025-04-29 11:51:09,831 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:06:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 2.6426, loss: 2.6426 2025-04-29 11:51:52,328 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:06:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.6433, loss: 2.6433 2025-04-29 11:52:34,825 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:05:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6846, loss: 2.6846 2025-04-29 11:53:17,332 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:04:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6625, loss: 2.6625 2025-04-29 11:53:59,754 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:03:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6609, loss: 2.6609 2025-04-29 11:54:42,241 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:03:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.7384, loss: 2.7384 2025-04-29 11:55:24,669 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:02:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7830, loss: 2.7830 2025-04-29 11:55:27,849 - pyskl - INFO - Saving checkpoint at 67 epochs 2025-04-29 11:56:44,972 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 11:56:45,040 - pyskl - INFO - top1_acc 0.8129 top5_acc 0.9687 2025-04-29 11:56:45,042 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8129, top5_acc: 0.9687 2025-04-29 11:57:49,790 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:02:00, time: 0.647, data_time: 0.225, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9919, loss_cls: 2.6185, loss: 2.6185 2025-04-29 11:58:32,131 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:01:16, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9819, loss_cls: 2.6165, loss: 2.6165 2025-04-29 11:59:14,435 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:00:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.6157, loss: 2.6157 2025-04-29 11:59:56,820 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 0:59:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5991, loss: 2.5991 2025-04-29 12:00:39,284 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 0:59:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.5241, loss: 2.5241 2025-04-29 12:01:21,692 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 0:58:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6631, loss: 2.6631 2025-04-29 12:02:04,182 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 0:57:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7342, loss: 2.7342 2025-04-29 12:02:46,802 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 0:56:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.6909, loss: 2.6909 2025-04-29 12:03:29,255 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 0:56:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 2.5065, loss: 2.5065 2025-04-29 12:04:11,914 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 0:55:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.6187, loss: 2.6187 2025-04-29 12:04:54,471 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 0:54:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5123, loss: 2.5123 2025-04-29 12:05:36,921 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 0:53:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.5710, loss: 2.5710 2025-04-29 12:06:19,466 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 0:53:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6765, loss: 2.6765 2025-04-29 12:07:01,963 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 0:52:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.7657, loss: 2.7657 2025-04-29 12:07:44,531 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 0:51:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8157, loss: 2.8157 2025-04-29 12:08:26,868 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 0:50:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.5375, loss: 2.5375 2025-04-29 12:09:09,316 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 0:50:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.5847, loss: 2.5847 2025-04-29 12:09:51,675 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:49:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7069, loss: 2.7069 2025-04-29 12:10:34,104 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:48:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.6369, loss: 2.6369 2025-04-29 12:11:16,510 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:47:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7143, loss: 2.7143 2025-04-29 12:11:59,059 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:47:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.7514, loss: 2.7514 2025-04-29 12:12:41,631 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:46:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6659, loss: 2.6659 2025-04-29 12:13:24,111 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:45:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7106, loss: 2.7106 2025-04-29 12:14:06,572 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:44:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8287, loss: 2.8287 2025-04-29 12:14:49,020 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:44:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.6794, loss: 2.6794 2025-04-29 12:14:52,173 - pyskl - INFO - Saving checkpoint at 68 epochs 2025-04-29 12:16:09,334 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 12:16:09,401 - pyskl - INFO - top1_acc 0.8230 top5_acc 0.9690 2025-04-29 12:16:09,404 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8230, top5_acc: 0.9690 2025-04-29 12:17:14,449 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:43:52, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4930, loss: 2.4930 2025-04-29 12:17:57,071 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:43:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.6025, loss: 2.6025 2025-04-29 12:18:39,563 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:42:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.6488, loss: 2.6488 2025-04-29 12:19:22,151 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:41:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5157, loss: 2.5157 2025-04-29 12:20:04,747 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:40:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.6462, loss: 2.6462 2025-04-29 12:20:47,318 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:40:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.6453, loss: 2.6453 2025-04-29 12:21:29,879 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:39:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.6071, loss: 2.6071 2025-04-29 12:22:12,435 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:38:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.7691, loss: 2.7691 2025-04-29 12:22:54,924 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:37:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6096, loss: 2.6096 2025-04-29 12:23:37,407 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:37:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6595, loss: 2.6595 2025-04-29 12:24:20,082 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:36:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.6027, loss: 2.6027 2025-04-29 12:25:02,580 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:35:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6738, loss: 2.6738 2025-04-29 12:25:45,034 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:35:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.6545, loss: 2.6545 2025-04-29 12:26:27,407 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:34:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7082, loss: 2.7082 2025-04-29 12:27:09,804 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:33:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.6820, loss: 2.6820 2025-04-29 12:27:52,204 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:32:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.6061, loss: 2.6061 2025-04-29 12:28:34,683 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:32:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7152, loss: 2.7152 2025-04-29 12:29:17,174 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:31:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.7139, loss: 2.7139 2025-04-29 12:29:59,623 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:30:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6435, loss: 2.6435 2025-04-29 12:30:41,972 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:29:49, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.6372, loss: 2.6372 2025-04-29 12:31:24,386 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:29:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7345, loss: 2.7345 2025-04-29 12:32:06,674 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:28:20, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5910, loss: 2.5910 2025-04-29 12:32:49,107 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:27:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7575, loss: 2.7575 2025-04-29 12:33:31,483 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:26:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5710, loss: 2.5710 2025-04-29 12:34:13,954 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:26:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.7464, loss: 2.7464 2025-04-29 12:34:17,086 - pyskl - INFO - Saving checkpoint at 69 epochs 2025-04-29 12:35:34,711 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 12:35:34,778 - pyskl - INFO - top1_acc 0.8300 top5_acc 0.9704 2025-04-29 12:35:34,841 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_57.pth was removed 2025-04-29 12:35:35,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. 2025-04-29 12:35:35,921 - pyskl - INFO - Best top1_acc is 0.8300 at 69 epoch. 2025-04-29 12:35:35,924 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8300, top5_acc: 0.9704 2025-04-29 12:36:41,159 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:25:43, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.6173, loss: 2.6173 2025-04-29 12:37:23,679 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:24:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5951, loss: 2.5951 2025-04-29 12:38:06,132 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:24:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5155, loss: 2.5155 2025-04-29 12:38:48,546 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:23:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.4799, loss: 2.4799 2025-04-29 12:39:31,035 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:22:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.6142, loss: 2.6142 2025-04-29 12:40:13,422 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:22:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.7013, loss: 2.7013 2025-04-29 12:40:55,912 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:21:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.6767, loss: 2.6767 2025-04-29 12:41:38,534 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:20:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4735, loss: 2.4735 2025-04-29 12:42:21,170 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:19:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6106, loss: 2.6106 2025-04-29 12:43:03,819 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:19:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6024, loss: 2.6024 2025-04-29 12:43:46,421 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:18:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6521, loss: 2.6521 2025-04-29 12:44:28,776 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:17:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6714, loss: 2.6714 2025-04-29 12:45:11,203 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:16:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.6272, loss: 2.6272 2025-04-29 12:45:53,607 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:16:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5442, loss: 2.5442 2025-04-29 12:46:35,946 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:15:23, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 2.6474, loss: 2.6474 2025-04-29 12:47:18,319 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:14:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.6801, loss: 2.6801 2025-04-29 12:48:00,779 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:13:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6077, loss: 2.6077 2025-04-29 12:48:43,270 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:13:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.6982, loss: 2.6982 2025-04-29 12:49:25,668 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:12:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6267, loss: 2.6267 2025-04-29 12:50:08,045 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:11:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6590, loss: 2.6590 2025-04-29 12:50:50,507 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:10:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6591, loss: 2.6591 2025-04-29 12:51:32,942 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:10:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7325, loss: 2.7325 2025-04-29 12:52:15,442 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.6982, loss: 2.6982 2025-04-29 12:52:57,791 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:08:43, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.6539, loss: 2.6539 2025-04-29 12:53:40,111 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:07:59, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.5535, loss: 2.5535 2025-04-29 12:53:43,228 - pyskl - INFO - Saving checkpoint at 70 epochs 2025-04-29 12:55:00,224 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 12:55:00,291 - pyskl - INFO - top1_acc 0.8144 top5_acc 0.9663 2025-04-29 12:55:00,293 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8144, top5_acc: 0.9663 2025-04-29 12:56:05,402 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:07:35, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.6878, loss: 2.6878 2025-04-29 12:56:48,114 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:06:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.7015, loss: 2.7015 2025-04-29 12:57:30,908 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:06:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5988, loss: 2.5988 2025-04-29 12:58:13,505 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:05:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5328, loss: 2.5328 2025-04-29 12:58:55,943 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:04:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.6160, loss: 2.6160 2025-04-29 12:59:38,386 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:03:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.5620, loss: 2.5620 2025-04-29 13:00:20,966 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:03:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4837, loss: 2.4837 2025-04-29 13:01:03,533 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:02:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.6506, loss: 2.6506 2025-04-29 13:01:46,096 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:01:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5874, loss: 2.5874 2025-04-29 13:02:28,636 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:00:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.7212, loss: 2.7212 2025-04-29 13:03:11,128 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:00:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.5446, loss: 2.5446 2025-04-29 13:03:53,599 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 23:59:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.6730, loss: 2.6730 2025-04-29 13:04:36,046 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 23:58:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5469, loss: 2.5469 2025-04-29 13:05:18,494 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 23:57:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5514, loss: 2.5514 2025-04-29 13:06:00,919 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 23:57:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5355, loss: 2.5355 2025-04-29 13:06:43,443 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 23:56:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.5741, loss: 2.5741 2025-04-29 13:07:25,776 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 23:55:46, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.6714, loss: 2.6714 2025-04-29 13:08:08,238 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 23:55:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6532, loss: 2.6532 2025-04-29 13:08:50,730 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 23:54:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.5103, loss: 2.5103 2025-04-29 13:09:33,203 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 23:53:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.5965, loss: 2.5965 2025-04-29 13:10:15,656 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 23:52:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6698, loss: 2.6698 2025-04-29 13:10:58,139 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 23:52:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9944, loss_cls: 2.5367, loss: 2.5367 2025-04-29 13:11:40,499 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 23:51:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.4884, loss: 2.4884 2025-04-29 13:12:23,023 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 23:50:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5820, loss: 2.5820 2025-04-29 13:13:05,451 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:49:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6376, loss: 2.6376 2025-04-29 13:13:08,698 - pyskl - INFO - Saving checkpoint at 71 epochs 2025-04-29 13:14:25,714 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 13:14:25,782 - pyskl - INFO - top1_acc 0.8018 top5_acc 0.9631 2025-04-29 13:14:25,785 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8018, top5_acc: 0.9631 2025-04-29 13:15:30,917 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:49:27, time: 0.651, data_time: 0.227, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5497, loss: 2.5497 2025-04-29 13:16:13,490 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:48:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4643, loss: 2.4643 2025-04-29 13:16:56,112 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:47:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6004, loss: 2.6004 2025-04-29 13:17:38,698 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:47:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.5359, loss: 2.5359 2025-04-29 13:18:21,160 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:46:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.5714, loss: 2.5714 2025-04-29 13:19:03,551 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:45:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5554, loss: 2.5554 2025-04-29 13:19:45,987 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:45:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.6033, loss: 2.6033 2025-04-29 13:20:28,487 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:44:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.5747, loss: 2.5747 2025-04-29 13:21:11,024 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:43:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4720, loss: 2.4720 2025-04-29 13:21:53,624 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:42:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5934, loss: 2.5934 2025-04-29 13:22:36,095 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:42:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6343, loss: 2.6343 2025-04-29 13:23:18,507 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:41:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5094, loss: 2.5094 2025-04-29 13:24:00,943 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:40:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.6227, loss: 2.6227 2025-04-29 13:24:43,343 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:39:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5540, loss: 2.5540 2025-04-29 13:25:25,683 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:39:07, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 2.5808, loss: 2.5808 2025-04-29 13:26:08,098 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:38:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.6663, loss: 2.6663 2025-04-29 13:26:50,700 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:37:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7147, loss: 2.7147 2025-04-29 13:27:33,178 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:36:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.5376, loss: 2.5376 2025-04-29 13:28:15,570 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:36:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4811, loss: 2.4811 2025-04-29 13:28:57,986 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:35:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5377, loss: 2.5377 2025-04-29 13:29:40,399 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:34:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.6503, loss: 2.6503 2025-04-29 13:30:22,742 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:33:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 2.5796, loss: 2.5796 2025-04-29 13:31:05,108 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:33:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.6584, loss: 2.6584 2025-04-29 13:31:47,511 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:32:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.5194, loss: 2.5194 2025-04-29 13:32:29,928 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:31:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5753, loss: 2.5753 2025-04-29 13:32:33,045 - pyskl - INFO - Saving checkpoint at 72 epochs 2025-04-29 13:33:50,540 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 13:33:50,608 - pyskl - INFO - top1_acc 0.8254 top5_acc 0.9708 2025-04-29 13:33:50,611 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8254, top5_acc: 0.9708 2025-04-29 13:34:56,074 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:31:19, time: 0.655, data_time: 0.230, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.5059, loss: 2.5059 2025-04-29 13:35:38,524 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:30:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4941, loss: 2.4941 2025-04-29 13:36:20,954 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:29:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.4775, loss: 2.4775 2025-04-29 13:37:03,420 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:29:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5687, loss: 2.5687 2025-04-29 13:37:45,846 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:28:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.6334, loss: 2.6334 2025-04-29 13:38:28,400 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:27:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9931, loss_cls: 2.5335, loss: 2.5335 2025-04-29 13:39:10,906 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:26:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9812, loss_cls: 2.6050, loss: 2.6050 2025-04-29 13:39:53,359 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:26:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.4478, loss: 2.4478 2025-04-29 13:40:35,703 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:25:25, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5401, loss: 2.5401 2025-04-29 13:41:18,094 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:24:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6067, loss: 2.6067 2025-04-29 13:42:00,439 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:23:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 2.5951, loss: 2.5951 2025-04-29 13:42:42,871 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:23:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5914, loss: 2.5914 2025-04-29 13:43:25,219 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:22:27, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.6114, loss: 2.6114 2025-04-29 13:44:07,602 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:21:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5497, loss: 2.5497 2025-04-29 13:44:49,903 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:20:58, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5372, loss: 2.5372 2025-04-29 13:45:32,310 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:20:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5590, loss: 2.5590 2025-04-29 13:46:14,763 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:19:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.6097, loss: 2.6097 2025-04-29 13:46:57,264 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:18:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5387, loss: 2.5387 2025-04-29 13:47:39,520 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:18:01, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.5929, loss: 2.5929 2025-04-29 13:48:21,906 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:17:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.6021, loss: 2.6021 2025-04-29 13:49:04,319 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:16:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.6233, loss: 2.6233 2025-04-29 13:49:46,671 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:15:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6272, loss: 2.6272 2025-04-29 13:50:28,959 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:15:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.5813, loss: 2.5813 2025-04-29 13:51:11,445 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:14:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6353, loss: 2.6353 2025-04-29 13:51:53,918 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:13:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.5240, loss: 2.5240 2025-04-29 13:51:57,149 - pyskl - INFO - Saving checkpoint at 73 epochs 2025-04-29 13:53:14,140 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 13:53:14,207 - pyskl - INFO - top1_acc 0.8279 top5_acc 0.9678 2025-04-29 13:53:14,209 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8279, top5_acc: 0.9678 2025-04-29 13:54:18,964 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:13:09, time: 0.648, data_time: 0.224, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5258, loss: 2.5258 2025-04-29 13:55:01,419 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:12:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5880, loss: 2.5880 2025-04-29 13:55:43,674 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:11:40, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4881, loss: 2.4881 2025-04-29 13:56:26,175 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:10:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.3827, loss: 2.3827 2025-04-29 13:57:08,687 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:10:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.5702, loss: 2.5702 2025-04-29 13:57:51,225 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6524, loss: 2.6524 2025-04-29 13:58:33,730 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:08:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.4688, loss: 2.4688 2025-04-29 13:59:16,459 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:08:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4955, loss: 2.4955 2025-04-29 13:59:59,056 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:07:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5203, loss: 2.5203 2025-04-29 14:00:41,646 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:06:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6191, loss: 2.6191 2025-04-29 14:01:24,136 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:05:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5501, loss: 2.5501 2025-04-29 14:02:06,787 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:05:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5901, loss: 2.5901 2025-04-29 14:02:49,315 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:04:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4511, loss: 2.4511 2025-04-29 14:03:32,081 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:03:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4886, loss: 2.4886 2025-04-29 14:04:14,748 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:02:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 2.6714, loss: 2.6714 2025-04-29 14:04:57,206 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:02:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4843, loss: 2.4843 2025-04-29 14:05:39,750 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:01:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4918, loss: 2.4918 2025-04-29 14:06:22,204 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:00:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.6037, loss: 2.6037 2025-04-29 14:07:04,572 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 22:59:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5863, loss: 2.5863 2025-04-29 14:07:46,899 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 22:59:10, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5986, loss: 2.5986 2025-04-29 14:08:29,331 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 22:58:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6296, loss: 2.6296 2025-04-29 14:09:11,739 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 22:57:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.6700, loss: 2.6700 2025-04-29 14:09:54,208 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 22:56:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.5941, loss: 2.5941 2025-04-29 14:10:36,647 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 22:56:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.6503, loss: 2.6503 2025-04-29 14:11:19,058 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 22:55:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.5519, loss: 2.5519 2025-04-29 14:11:22,153 - pyskl - INFO - Saving checkpoint at 74 epochs 2025-04-29 14:12:38,477 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 14:12:38,544 - pyskl - INFO - top1_acc 0.8077 top5_acc 0.9676 2025-04-29 14:12:38,547 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8077, top5_acc: 0.9676 2025-04-29 14:13:43,079 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 22:55:01, time: 0.645, data_time: 0.221, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 2.5838, loss: 2.5838 2025-04-29 14:14:25,651 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 22:54:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.5454, loss: 2.5454 2025-04-29 14:15:08,108 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 22:53:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.4415, loss: 2.4415 2025-04-29 14:15:50,585 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 22:52:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5108, loss: 2.5108 2025-04-29 14:16:33,050 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 22:52:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.5221, loss: 2.5221 2025-04-29 14:17:15,947 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 22:51:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5488, loss: 2.5488 2025-04-29 14:17:58,616 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:50:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4877, loss: 2.4877 2025-04-29 14:18:41,366 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:49:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5905, loss: 2.5905 2025-04-29 14:19:23,991 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:49:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4722, loss: 2.4722 2025-04-29 14:20:06,648 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:48:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.5653, loss: 2.5653 2025-04-29 14:20:49,194 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:47:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6960, loss: 2.6960 2025-04-29 14:21:31,745 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:46:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6201, loss: 2.6201 2025-04-29 14:22:14,313 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:46:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.4114, loss: 2.4114 2025-04-29 14:22:56,582 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:45:28, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.4813, loss: 2.4813 2025-04-29 14:23:39,206 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:44:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5470, loss: 2.5470 2025-04-29 14:24:21,650 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:44:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4420, loss: 2.4420 2025-04-29 14:25:04,191 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:43:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5965, loss: 2.5965 2025-04-29 14:25:46,620 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:42:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.5798, loss: 2.5798 2025-04-29 14:26:29,037 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:41:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.4844, loss: 2.4844 2025-04-29 14:27:11,606 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:41:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5785, loss: 2.5785 2025-04-29 14:27:54,310 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:40:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.6089, loss: 2.6089 2025-04-29 14:28:36,898 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:39:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5813, loss: 2.5813 2025-04-29 14:29:19,498 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:38:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6067, loss: 2.6067 2025-04-29 14:30:02,101 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:38:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4548, loss: 2.4548 2025-04-29 14:30:44,616 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:37:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5962, loss: 2.5962 2025-04-29 14:30:47,697 - pyskl - INFO - Saving checkpoint at 75 epochs 2025-04-29 14:32:04,238 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 14:32:04,305 - pyskl - INFO - top1_acc 0.8184 top5_acc 0.9708 2025-04-29 14:32:04,307 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8184, top5_acc: 0.9708 2025-04-29 14:33:08,953 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:36:55, time: 0.646, data_time: 0.220, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5221, loss: 2.5221 2025-04-29 14:33:51,599 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:36:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4921, loss: 2.4921 2025-04-29 14:34:34,150 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:35:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4677, loss: 2.4677 2025-04-29 14:35:16,581 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:34:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.5268, loss: 2.5268 2025-04-29 14:35:59,107 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:33:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.4469, loss: 2.4469 2025-04-29 14:36:41,539 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:33:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5223, loss: 2.5223 2025-04-29 14:37:24,029 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:32:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5061, loss: 2.5061 2025-04-29 14:38:06,609 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:31:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.4917, loss: 2.4917 2025-04-29 14:38:49,285 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:31:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4381, loss: 2.4381 2025-04-29 14:39:31,842 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:30:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7003, loss: 2.7003 2025-04-29 14:40:14,489 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:29:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.4192, loss: 2.4192 2025-04-29 14:40:56,834 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:28:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5586, loss: 2.5586 2025-04-29 14:41:39,344 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:28:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5347, loss: 2.5347 2025-04-29 14:42:21,956 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:27:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 2.5244, loss: 2.5244 2025-04-29 14:43:04,631 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:26:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4462, loss: 2.4462 2025-04-29 14:43:47,131 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:25:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.5152, loss: 2.5152 2025-04-29 14:44:29,758 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:25:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.4854, loss: 2.4854 2025-04-29 14:45:12,292 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:24:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5516, loss: 2.5516 2025-04-29 14:45:54,902 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:23:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5393, loss: 2.5393 2025-04-29 14:46:37,427 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:22:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6664, loss: 2.6664 2025-04-29 14:47:20,031 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:22:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5349, loss: 2.5349 2025-04-29 14:48:02,531 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:21:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5131, loss: 2.5131 2025-04-29 14:48:44,983 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:20:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.6208, loss: 2.6208 2025-04-29 14:49:27,458 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:20:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.4339, loss: 2.4339 2025-04-29 14:50:09,870 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:19:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.5561, loss: 2.5561 2025-04-29 14:50:13,005 - pyskl - INFO - Saving checkpoint at 76 epochs 2025-04-29 14:51:29,549 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 14:51:29,617 - pyskl - INFO - top1_acc 0.8257 top5_acc 0.9722 2025-04-29 14:51:29,620 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8257, top5_acc: 0.9722 2025-04-29 14:52:34,573 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:18:49, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4405, loss: 2.4405 2025-04-29 14:53:17,036 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:18:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4444, loss: 2.4444 2025-04-29 14:53:59,430 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:17:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.4610, loss: 2.4610 2025-04-29 14:54:41,855 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:16:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4589, loss: 2.4589 2025-04-29 14:55:24,287 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:15:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.6083, loss: 2.6083 2025-04-29 14:56:06,835 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:15:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4410, loss: 2.4410 2025-04-29 14:56:49,376 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:14:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.4739, loss: 2.4739 2025-04-29 14:57:32,028 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:13:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.4925, loss: 2.4925 2025-04-29 14:58:14,604 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:12:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.5018, loss: 2.5018 2025-04-29 14:58:57,132 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:12:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5252, loss: 2.5252 2025-04-29 14:59:39,624 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:11:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 2.4850, loss: 2.4850 2025-04-29 15:00:22,110 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:10:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 2.4813, loss: 2.4813 2025-04-29 15:01:04,471 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:09:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.4543, loss: 2.4543 2025-04-29 15:01:46,846 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:09:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4898, loss: 2.4898 2025-04-29 15:02:29,167 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:08:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.5020, loss: 2.5020 2025-04-29 15:03:11,650 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:07:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.5215, loss: 2.5215 2025-04-29 15:03:54,022 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:07:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5851, loss: 2.5851 2025-04-29 15:04:36,443 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:06:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5681, loss: 2.5681 2025-04-29 15:05:18,889 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:05:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.5145, loss: 2.5145 2025-04-29 15:06:01,439 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:04:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.4933, loss: 2.4933 2025-04-29 15:06:43,948 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:04:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 2.5495, loss: 2.5495 2025-04-29 15:07:26,507 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:03:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6685, loss: 2.6685 2025-04-29 15:08:09,019 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:02:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5692, loss: 2.5692 2025-04-29 15:08:51,490 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:01:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.4830, loss: 2.4830 2025-04-29 15:09:34,376 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:01:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5561, loss: 2.5561 2025-04-29 15:09:37,505 - pyskl - INFO - Saving checkpoint at 77 epochs 2025-04-29 15:10:54,149 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 15:10:54,218 - pyskl - INFO - top1_acc 0.8290 top5_acc 0.9718 2025-04-29 15:10:54,220 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8290, top5_acc: 0.9718 2025-04-29 15:11:59,445 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:00:42, time: 0.652, data_time: 0.225, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4554, loss: 2.4554 2025-04-29 15:12:41,952 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 21:59:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.4437, loss: 2.4437 2025-04-29 15:13:24,474 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 21:59:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.4675, loss: 2.4675 2025-04-29 15:14:06,934 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 21:58:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.4464, loss: 2.4464 2025-04-29 15:14:49,454 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 21:57:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3886, loss: 2.3886 2025-04-29 15:15:32,322 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 21:57:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3779, loss: 2.3779 2025-04-29 15:16:15,202 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 21:56:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.4405, loss: 2.4405 2025-04-29 15:16:57,898 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 21:55:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5295, loss: 2.5295 2025-04-29 15:17:40,452 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 21:54:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.4240, loss: 2.4240 2025-04-29 15:18:23,051 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 21:54:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.4495, loss: 2.4495 2025-04-29 15:19:05,604 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 21:53:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4951, loss: 2.4951 2025-04-29 15:19:48,151 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 21:52:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.4138, loss: 2.4138 2025-04-29 15:20:30,607 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 21:51:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4492, loss: 2.4492 2025-04-29 15:21:13,072 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 21:51:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.5191, loss: 2.5191 2025-04-29 15:21:55,515 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:50:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6204, loss: 2.6204 2025-04-29 15:22:38,035 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:49:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.4671, loss: 2.4671 2025-04-29 15:23:20,595 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:48:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.4616, loss: 2.4616 2025-04-29 15:24:03,238 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:48:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5248, loss: 2.5248 2025-04-29 15:24:45,707 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:47:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5393, loss: 2.5393 2025-04-29 15:25:28,171 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:46:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.5873, loss: 2.5873 2025-04-29 15:26:10,438 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:46:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.4902, loss: 2.4902 2025-04-29 15:26:52,810 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:45:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.4579, loss: 2.4579 2025-04-29 15:27:35,156 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:44:32, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.5017, loss: 2.5017 2025-04-29 15:28:17,567 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:43:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6542, loss: 2.6542 2025-04-29 15:28:59,884 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:43:03, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.5861, loss: 2.5861 2025-04-29 15:29:03,004 - pyskl - INFO - Saving checkpoint at 78 epochs 2025-04-29 15:30:19,487 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 15:30:19,554 - pyskl - INFO - top1_acc 0.8314 top5_acc 0.9717 2025-04-29 15:30:19,605 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_69.pth was removed 2025-04-29 15:30:20,616 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. 2025-04-29 15:30:20,618 - pyskl - INFO - Best top1_acc is 0.8314 at 78 epoch. 2025-04-29 15:30:20,620 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8314, top5_acc: 0.9717 2025-04-29 15:31:25,582 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:42:35, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.4529, loss: 2.4529 2025-04-29 15:32:08,034 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:41:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5509, loss: 2.5509 2025-04-29 15:32:50,543 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:41:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.4259, loss: 2.4259 2025-04-29 15:33:32,914 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:40:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.3771, loss: 2.3771 2025-04-29 15:34:15,450 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:39:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.4248, loss: 2.4248 2025-04-29 15:34:58,215 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:38:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4588, loss: 2.4588 2025-04-29 15:35:40,902 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:38:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.3658, loss: 2.3658 2025-04-29 15:36:23,663 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.4096, loss: 2.4096 2025-04-29 15:37:06,157 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:36:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4125, loss: 2.4125 2025-04-29 15:37:48,655 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:35:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 2.4839, loss: 2.4839 2025-04-29 15:38:31,239 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:35:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5271, loss: 2.5271 2025-04-29 15:39:13,679 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:34:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5462, loss: 2.5462 2025-04-29 15:39:56,123 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:33:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4658, loss: 2.4658 2025-04-29 15:40:38,534 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:33:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5306, loss: 2.5306 2025-04-29 15:41:20,918 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:32:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3972, loss: 2.3972 2025-04-29 15:42:03,540 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:31:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5485, loss: 2.5485 2025-04-29 15:42:46,107 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:30:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5708, loss: 2.5708 2025-04-29 15:43:28,787 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:30:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.4170, loss: 2.4170 2025-04-29 15:44:11,351 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:29:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.3622, loss: 2.3622 2025-04-29 15:44:53,971 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:28:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.4469, loss: 2.4469 2025-04-29 15:45:36,526 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:27:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4145, loss: 2.4145 2025-04-29 15:46:18,952 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:27:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.4592, loss: 2.4592 2025-04-29 15:47:01,471 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:26:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5952, loss: 2.5952 2025-04-29 15:47:43,907 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:25:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5257, loss: 2.5257 2025-04-29 15:48:26,335 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:24:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.5080, loss: 2.5080 2025-04-29 15:48:29,484 - pyskl - INFO - Saving checkpoint at 79 epochs 2025-04-29 15:49:46,170 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 15:49:46,238 - pyskl - INFO - top1_acc 0.8350 top5_acc 0.9725 2025-04-29 15:49:46,291 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_78.pth was removed 2025-04-29 15:49:47,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. 2025-04-29 15:49:47,342 - pyskl - INFO - Best top1_acc is 0.8350 at 79 epoch. 2025-04-29 15:49:47,345 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8350, top5_acc: 0.9725 2025-04-29 15:50:52,471 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:24:29, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3545, loss: 2.3545 2025-04-29 15:51:34,912 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:23:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.4170, loss: 2.4170 2025-04-29 15:52:17,298 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:23:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.4188, loss: 2.4188 2025-04-29 15:52:59,707 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:22:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3807, loss: 2.3807 2025-04-29 15:53:42,119 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:21:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9956, loss_cls: 2.3136, loss: 2.3136 2025-04-29 15:54:24,590 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:20:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.3837, loss: 2.3837 2025-04-29 15:55:07,083 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:20:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.5000, loss: 2.5000 2025-04-29 15:55:49,620 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:19:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.4172, loss: 2.4172 2025-04-29 15:56:32,091 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:18:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.3906, loss: 2.3906 2025-04-29 15:57:14,738 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:17:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.4013, loss: 2.4013 2025-04-29 15:57:57,392 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:17:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4628, loss: 2.4628 2025-04-29 15:58:39,920 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:16:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5013, loss: 2.5013 2025-04-29 15:59:22,247 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:15:40, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.5380, loss: 2.5380 2025-04-29 16:00:04,940 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:14:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.4117, loss: 2.4117 2025-04-29 16:00:47,795 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:14:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.4134, loss: 2.4134 2025-04-29 16:01:30,516 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:13:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.3961, loss: 2.3961 2025-04-29 16:02:12,974 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:12:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.4396, loss: 2.4396 2025-04-29 16:02:55,424 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:12:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.5992, loss: 2.5992 2025-04-29 16:03:38,018 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:11:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4530, loss: 2.4530 2025-04-29 16:04:20,631 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:10:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5556, loss: 2.5556 2025-04-29 16:05:03,203 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:09:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.4570, loss: 2.4570 2025-04-29 16:05:45,637 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:09:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5762, loss: 2.5762 2025-04-29 16:06:28,040 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:08:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4431, loss: 2.4431 2025-04-29 16:07:10,463 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:07:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4334, loss: 2.4334 2025-04-29 16:07:52,842 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:06:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.4552, loss: 2.4552 2025-04-29 16:07:55,996 - pyskl - INFO - Saving checkpoint at 80 epochs 2025-04-29 16:09:12,801 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 16:09:12,868 - pyskl - INFO - top1_acc 0.8294 top5_acc 0.9720 2025-04-29 16:09:12,871 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8294, top5_acc: 0.9720 2025-04-29 16:10:17,674 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:06:22, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3927, loss: 2.3927 2025-04-29 16:11:00,166 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:05:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.4023, loss: 2.4023 2025-04-29 16:11:42,739 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:04:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.3201, loss: 2.3201 2025-04-29 16:12:25,178 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:04:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3451, loss: 2.3451 2025-04-29 16:13:07,738 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:03:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.4560, loss: 2.4560 2025-04-29 16:13:50,373 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:02:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3889, loss: 2.3889 2025-04-29 16:14:32,904 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:01:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3311, loss: 2.3311 2025-04-29 16:15:15,399 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:01:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4774, loss: 2.4774 2025-04-29 16:15:57,918 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:00:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3839, loss: 2.3839 2025-04-29 16:16:40,311 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 20:59:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3976, loss: 2.3976 2025-04-29 16:17:22,655 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 20:59:01, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.3607, loss: 2.3607 2025-04-29 16:18:05,066 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 20:58:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.4107, loss: 2.4107 2025-04-29 16:18:47,774 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 20:57:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.4840, loss: 2.4840 2025-04-29 16:19:30,072 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 20:56:49, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.3849, loss: 2.3849 2025-04-29 16:20:12,678 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 20:56:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4115, loss: 2.4115 2025-04-29 16:20:54,998 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 20:55:21, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.4163, loss: 2.4163 2025-04-29 16:21:37,383 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 20:54:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3733, loss: 2.3733 2025-04-29 16:22:19,723 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 20:53:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.4960, loss: 2.4960 2025-04-29 16:23:02,086 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 20:53:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.3863, loss: 2.3863 2025-04-29 16:23:44,446 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 20:52:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4199, loss: 2.4199 2025-04-29 16:24:26,800 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 20:51:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.5039, loss: 2.5039 2025-04-29 16:25:09,138 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:50:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5259, loss: 2.5259 2025-04-29 16:25:51,488 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:50:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.3277, loss: 2.3277 2025-04-29 16:26:33,951 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:49:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5023, loss: 2.5023 2025-04-29 16:27:16,337 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:48:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.4591, loss: 2.4591 2025-04-29 16:27:19,477 - pyskl - INFO - Saving checkpoint at 81 epochs 2025-04-29 16:28:36,024 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 16:28:36,091 - pyskl - INFO - top1_acc 0.7815 top5_acc 0.9554 2025-04-29 16:28:36,094 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.7815, top5_acc: 0.9554 2025-04-29 16:29:40,848 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:48:13, time: 0.647, data_time: 0.223, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2475, loss: 2.2475 2025-04-29 16:30:23,255 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:47:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.3799, loss: 2.3799 2025-04-29 16:31:05,698 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:46:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.2807, loss: 2.2807 2025-04-29 16:31:48,151 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:46:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.4194, loss: 2.4194 2025-04-29 16:32:30,606 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:45:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3554, loss: 2.3554 2025-04-29 16:33:13,039 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:44:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.4499, loss: 2.4499 2025-04-29 16:33:55,457 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:43:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3805, loss: 2.3805 2025-04-29 16:34:37,977 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:43:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.5554, loss: 2.5554 2025-04-29 16:35:20,713 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:42:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.4324, loss: 2.4324 2025-04-29 16:36:03,139 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:41:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4068, loss: 2.4068 2025-04-29 16:36:45,808 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:40:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2995, loss: 2.2995 2025-04-29 16:37:28,438 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3669, loss: 2.3669 2025-04-29 16:38:10,928 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:39:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3760, loss: 2.3760 2025-04-29 16:38:53,477 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:38:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.4010, loss: 2.4010 2025-04-29 16:39:35,884 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:37:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 2.2949, loss: 2.2949 2025-04-29 16:40:18,276 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:37:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 2.4414, loss: 2.4414 2025-04-29 16:41:00,659 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:36:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4112, loss: 2.4112 2025-04-29 16:41:43,131 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:35:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 2.3633, loss: 2.3633 2025-04-29 16:42:25,567 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:35:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.4862, loss: 2.4862 2025-04-29 16:43:07,950 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:34:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4264, loss: 2.4264 2025-04-29 16:43:50,391 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:33:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4662, loss: 2.4662 2025-04-29 16:44:32,856 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:32:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.5056, loss: 2.5056 2025-04-29 16:45:15,339 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:32:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3171, loss: 2.3171 2025-04-29 16:45:57,751 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:31:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4314, loss: 2.4314 2025-04-29 16:46:40,188 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:30:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.5118, loss: 2.5118 2025-04-29 16:46:43,323 - pyskl - INFO - Saving checkpoint at 82 epochs 2025-04-29 16:47:59,841 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 16:47:59,909 - pyskl - INFO - top1_acc 0.8188 top5_acc 0.9685 2025-04-29 16:47:59,911 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8188, top5_acc: 0.9685 2025-04-29 16:49:04,908 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:30:06, time: 0.650, data_time: 0.223, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.3482, loss: 2.3482 2025-04-29 16:49:47,418 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:29:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9850, loss_cls: 2.3511, loss: 2.3511 2025-04-29 16:50:29,842 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:28:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3015, loss: 2.3015 2025-04-29 16:51:12,272 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:27:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.3237, loss: 2.3237 2025-04-29 16:51:54,756 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:27:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4125, loss: 2.4125 2025-04-29 16:52:37,220 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:26:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.2522, loss: 2.2522 2025-04-29 16:53:19,804 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:25:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.3607, loss: 2.3607 2025-04-29 16:54:02,319 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:24:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.3459, loss: 2.3459 2025-04-29 16:54:44,811 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:24:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.4288, loss: 2.4288 2025-04-29 16:55:27,438 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:23:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.2913, loss: 2.2913 2025-04-29 16:56:09,902 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:22:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.3512, loss: 2.3512 2025-04-29 16:56:52,444 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:22:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4215, loss: 2.4215 2025-04-29 16:57:34,972 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:21:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.4757, loss: 2.4757 2025-04-29 16:58:17,502 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:20:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4086, loss: 2.4086 2025-04-29 16:59:00,019 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:19:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4181, loss: 2.4181 2025-04-29 16:59:42,496 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:19:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2927, loss: 2.2927 2025-04-29 17:00:25,015 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:18:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3842, loss: 2.3842 2025-04-29 17:01:07,455 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:17:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4519, loss: 2.4519 2025-04-29 17:01:49,978 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:16:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.4840, loss: 2.4840 2025-04-29 17:02:32,453 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:16:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.2506, loss: 2.2506 2025-04-29 17:03:14,901 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:15:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.4510, loss: 2.4510 2025-04-29 17:03:57,436 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:14:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.5651, loss: 2.5651 2025-04-29 17:04:39,970 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:13:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.4081, loss: 2.4081 2025-04-29 17:05:22,525 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:13:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 2.5407, loss: 2.5407 2025-04-29 17:06:05,018 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:12:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4094, loss: 2.4094 2025-04-29 17:06:08,163 - pyskl - INFO - Saving checkpoint at 83 epochs 2025-04-29 17:07:24,847 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 17:07:24,919 - pyskl - INFO - top1_acc 0.8153 top5_acc 0.9677 2025-04-29 17:07:24,921 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8153, top5_acc: 0.9677 2025-04-29 17:08:30,184 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:11:59, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2261, loss: 2.2261 2025-04-29 17:09:12,799 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:11:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2619, loss: 2.2619 2025-04-29 17:09:55,315 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:10:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.3794, loss: 2.3794 2025-04-29 17:10:37,850 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:09:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2339, loss: 2.2339 2025-04-29 17:11:20,386 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:09:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2769, loss: 2.2769 2025-04-29 17:12:02,943 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:08:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3058, loss: 2.3058 2025-04-29 17:12:45,574 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:07:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.3509, loss: 2.3509 2025-04-29 17:13:28,254 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:06:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.3643, loss: 2.3643 2025-04-29 17:14:10,837 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:06:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.4463, loss: 2.4463 2025-04-29 17:14:53,339 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:05:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.4405, loss: 2.4405 2025-04-29 17:15:35,928 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:04:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3491, loss: 2.3491 2025-04-29 17:16:18,511 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:03:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.3759, loss: 2.3759 2025-04-29 17:17:01,003 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:03:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.3623, loss: 2.3623 2025-04-29 17:17:43,488 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:02:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3235, loss: 2.3235 2025-04-29 17:18:26,084 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:01:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.4220, loss: 2.4220 2025-04-29 17:19:08,695 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:01:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.4312, loss: 2.4312 2025-04-29 17:19:51,292 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:00:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.5043, loss: 2.5043 2025-04-29 17:20:33,867 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 19:59:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.3834, loss: 2.3834 2025-04-29 17:21:16,474 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 19:58:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.4169, loss: 2.4169 2025-04-29 17:21:58,975 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 19:58:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.3581, loss: 2.3581 2025-04-29 17:22:41,556 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 19:57:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3888, loss: 2.3888 2025-04-29 17:23:24,190 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 19:56:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.3386, loss: 2.3386 2025-04-29 17:24:06,713 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 19:55:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.3971, loss: 2.3971 2025-04-29 17:24:49,278 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 19:55:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3833, loss: 2.3833 2025-04-29 17:25:31,720 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 19:54:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.3686, loss: 2.3686 2025-04-29 17:25:34,838 - pyskl - INFO - Saving checkpoint at 84 epochs 2025-04-29 17:26:51,805 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 17:26:51,872 - pyskl - INFO - top1_acc 0.8316 top5_acc 0.9753 2025-04-29 17:26:51,874 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8316, top5_acc: 0.9753 2025-04-29 17:27:56,824 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 19:53:54, time: 0.649, data_time: 0.226, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2842, loss: 2.2842 2025-04-29 17:28:39,372 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 19:53:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2636, loss: 2.2636 2025-04-29 17:29:21,810 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 19:52:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.2867, loss: 2.2867 2025-04-29 17:30:04,171 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:51:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4287, loss: 2.4287 2025-04-29 17:30:46,579 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:50:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3841, loss: 2.3841 2025-04-29 17:31:29,075 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:50:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3686, loss: 2.3686 2025-04-29 17:32:11,845 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:49:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3245, loss: 2.3245 2025-04-29 17:32:54,536 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:48:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.4032, loss: 2.4032 2025-04-29 17:33:37,107 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:48:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.2917, loss: 2.2917 2025-04-29 17:34:19,605 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:47:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3782, loss: 2.3782 2025-04-29 17:35:02,184 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:46:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.2543, loss: 2.2543 2025-04-29 17:35:44,668 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:45:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3796, loss: 2.3796 2025-04-29 17:36:27,051 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:45:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.3555, loss: 2.3555 2025-04-29 17:37:09,483 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:44:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4184, loss: 2.4184 2025-04-29 17:37:51,939 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:43:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3536, loss: 2.3536 2025-04-29 17:38:34,287 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:42:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.2905, loss: 2.2905 2025-04-29 17:39:16,787 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:42:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.3082, loss: 2.3082 2025-04-29 17:39:59,311 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:41:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4194, loss: 2.4194 2025-04-29 17:40:41,727 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:40:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.3577, loss: 2.3577 2025-04-29 17:41:24,077 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:39:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.2375, loss: 2.2375 2025-04-29 17:42:06,511 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:39:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.3692, loss: 2.3692 2025-04-29 17:42:48,908 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:38:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4507, loss: 2.4507 2025-04-29 17:43:31,418 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:37:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.4234, loss: 2.4234 2025-04-29 17:44:13,945 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:37:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.4447, loss: 2.4447 2025-04-29 17:44:56,331 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:36:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2983, loss: 2.2983 2025-04-29 17:44:59,476 - pyskl - INFO - Saving checkpoint at 85 epochs 2025-04-29 17:46:16,216 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 17:46:16,283 - pyskl - INFO - top1_acc 0.8348 top5_acc 0.9729 2025-04-29 17:46:16,285 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8348, top5_acc: 0.9729 2025-04-29 17:47:21,507 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:35:47, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.1188, loss: 2.1188 2025-04-29 17:48:04,086 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:35:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2179, loss: 2.2179 2025-04-29 17:48:46,632 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:34:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.1736, loss: 2.1736 2025-04-29 17:49:29,076 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:33:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2409, loss: 2.2409 2025-04-29 17:50:11,559 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:32:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2190, loss: 2.2190 2025-04-29 17:50:54,057 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:32:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3864, loss: 2.3864 2025-04-29 17:51:36,687 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:31:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.3363, loss: 2.3363 2025-04-29 17:52:19,436 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:30:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3268, loss: 2.3268 2025-04-29 17:53:02,107 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.4271, loss: 2.4271 2025-04-29 17:53:44,670 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:29:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3493, loss: 2.3493 2025-04-29 17:54:27,186 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:28:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2910, loss: 2.2910 2025-04-29 17:55:09,611 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:27:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.3372, loss: 2.3372 2025-04-29 17:55:52,044 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:27:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.3675, loss: 2.3675 2025-04-29 17:56:34,525 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:26:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.2805, loss: 2.2805 2025-04-29 17:57:17,007 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:25:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3458, loss: 2.3458 2025-04-29 17:57:59,598 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:24:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.3545, loss: 2.3545 2025-04-29 17:58:42,156 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:24:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.3873, loss: 2.3873 2025-04-29 17:59:24,708 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:23:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3221, loss: 2.3221 2025-04-29 18:00:07,225 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:22:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 2.3030, loss: 2.3030 2025-04-29 18:00:49,683 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:21:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.3739, loss: 2.3739 2025-04-29 18:01:32,104 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:21:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.3402, loss: 2.3402 2025-04-29 18:02:14,495 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:20:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.3342, loss: 2.3342 2025-04-29 18:02:56,958 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:19:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.2885, loss: 2.2885 2025-04-29 18:03:39,402 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:18:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3804, loss: 2.3804 2025-04-29 18:04:21,803 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:18:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.2605, loss: 2.2605 2025-04-29 18:04:24,973 - pyskl - INFO - Saving checkpoint at 86 epochs 2025-04-29 18:05:41,528 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 18:05:41,596 - pyskl - INFO - top1_acc 0.8323 top5_acc 0.9726 2025-04-29 18:05:41,598 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8323, top5_acc: 0.9726 2025-04-29 18:06:46,367 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:17:40, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 2.2572, loss: 2.2572 2025-04-29 18:07:28,791 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:16:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.1907, loss: 2.1907 2025-04-29 18:08:11,158 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:16:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3087, loss: 2.3087 2025-04-29 18:08:53,695 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:15:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.3522, loss: 2.3522 2025-04-29 18:09:36,131 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:14:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2145, loss: 2.2145 2025-04-29 18:10:18,635 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:14:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.2695, loss: 2.2695 2025-04-29 18:11:01,171 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:13:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.2271, loss: 2.2271 2025-04-29 18:11:43,672 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:12:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.2803, loss: 2.2803 2025-04-29 18:12:26,306 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:11:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3056, loss: 2.3056 2025-04-29 18:13:08,860 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:11:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.3930, loss: 2.3930 2025-04-29 18:13:51,512 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:10:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2637, loss: 2.2637 2025-04-29 18:14:34,033 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:09:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2583, loss: 2.2583 2025-04-29 18:15:16,454 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:08:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.2480, loss: 2.2480 2025-04-29 18:15:58,914 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:08:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.3117, loss: 2.3117 2025-04-29 18:16:41,392 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:07:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3681, loss: 2.3681 2025-04-29 18:17:23,806 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:06:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.3729, loss: 2.3729 2025-04-29 18:18:06,314 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:05:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.3062, loss: 2.3062 2025-04-29 18:18:48,855 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:05:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2731, loss: 2.2731 2025-04-29 18:19:31,296 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:04:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.2695, loss: 2.2695 2025-04-29 18:20:13,650 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:03:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.2820, loss: 2.2820 2025-04-29 18:20:56,171 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:03:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3999, loss: 2.3999 2025-04-29 18:21:38,652 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:02:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.2710, loss: 2.2710 2025-04-29 18:22:21,111 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:01:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.2990, loss: 2.2990 2025-04-29 18:23:03,566 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:00:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.3405, loss: 2.3405 2025-04-29 18:23:46,009 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:00:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3275, loss: 2.3275 2025-04-29 18:23:49,138 - pyskl - INFO - Saving checkpoint at 87 epochs 2025-04-29 18:25:05,602 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 18:25:05,669 - pyskl - INFO - top1_acc 0.8458 top5_acc 0.9769 2025-04-29 18:25:05,719 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_79.pth was removed 2025-04-29 18:25:06,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. 2025-04-29 18:25:06,717 - pyskl - INFO - Best top1_acc is 0.8458 at 87 epoch. 2025-04-29 18:25:06,719 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8458, top5_acc: 0.9769 2025-04-29 18:26:11,578 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 18:59:33, time: 0.649, data_time: 0.223, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2405, loss: 2.2405 2025-04-29 18:26:54,070 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 18:58:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2059, loss: 2.2059 2025-04-29 18:27:36,526 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 18:58:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2233, loss: 2.2233 2025-04-29 18:28:18,899 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 18:57:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.3039, loss: 2.3039 2025-04-29 18:29:01,339 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 18:56:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.2284, loss: 2.2284 2025-04-29 18:29:43,625 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 18:55:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3230, loss: 2.3230 2025-04-29 18:30:26,248 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 18:55:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2810, loss: 2.2810 2025-04-29 18:31:08,658 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 18:54:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.2938, loss: 2.2938 2025-04-29 18:31:51,361 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 18:53:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.2615, loss: 2.2615 2025-04-29 18:32:33,831 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 18:52:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.3479, loss: 2.3479 2025-04-29 18:33:16,390 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:52:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.2856, loss: 2.2856 2025-04-29 18:33:58,877 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:51:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.3390, loss: 2.3390 2025-04-29 18:34:41,378 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:50:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.3627, loss: 2.3627 2025-04-29 18:35:23,767 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:50:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2763, loss: 2.2763 2025-04-29 18:36:06,023 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:49:18, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2305, loss: 2.2305 2025-04-29 18:36:48,400 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:48:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2535, loss: 2.2535 2025-04-29 18:37:30,777 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:47:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.2923, loss: 2.2923 2025-04-29 18:38:13,207 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:47:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3609, loss: 2.3609 2025-04-29 18:38:55,766 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:46:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.2757, loss: 2.2757 2025-04-29 18:39:38,291 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:45:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3728, loss: 2.3728 2025-04-29 18:40:20,773 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:44:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2933, loss: 2.2933 2025-04-29 18:41:03,327 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:44:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.3127, loss: 2.3127 2025-04-29 18:41:45,803 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:43:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.3088, loss: 2.3088 2025-04-29 18:42:28,272 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:42:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.2461, loss: 2.2461 2025-04-29 18:43:10,691 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:41:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.3526, loss: 2.3526 2025-04-29 18:43:13,832 - pyskl - INFO - Saving checkpoint at 88 epochs 2025-04-29 18:44:30,654 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 18:44:30,721 - pyskl - INFO - top1_acc 0.8094 top5_acc 0.9673 2025-04-29 18:44:30,723 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8094, top5_acc: 0.9673 2025-04-29 18:45:35,951 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:41:26, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.1993, loss: 2.1993 2025-04-29 18:46:18,421 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:40:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.2036, loss: 2.2036 2025-04-29 18:47:00,909 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:39:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2580, loss: 2.2580 2025-04-29 18:47:43,562 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:39:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.2119, loss: 2.2119 2025-04-29 18:48:26,098 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:38:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.2986, loss: 2.2986 2025-04-29 18:49:08,603 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:37:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3134, loss: 2.3134 2025-04-29 18:49:51,187 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:37:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.2528, loss: 2.2528 2025-04-29 18:50:33,703 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:36:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1710, loss: 2.1710 2025-04-29 18:51:16,303 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:35:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.1455, loss: 2.1455 2025-04-29 18:51:58,793 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:34:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2371, loss: 2.2371 2025-04-29 18:52:41,404 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:34:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.2539, loss: 2.2539 2025-04-29 18:53:23,934 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:33:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2427, loss: 2.2427 2025-04-29 18:54:06,450 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:32:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.2749, loss: 2.2749 2025-04-29 18:54:49,031 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:31:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.2813, loss: 2.2813 2025-04-29 18:55:31,566 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:31:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1583, loss: 2.1583 2025-04-29 18:56:14,031 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:30:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9975, loss_cls: 2.2156, loss: 2.2156 2025-04-29 18:56:56,519 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:29:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.3333, loss: 2.3333 2025-04-29 18:57:38,946 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:29:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.3701, loss: 2.3701 2025-04-29 18:58:21,422 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:28:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3154, loss: 2.3154 2025-04-29 18:59:03,890 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:27:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3297, loss: 2.3297 2025-04-29 18:59:46,348 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:26:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4027, loss: 2.4027 2025-04-29 19:00:28,746 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:26:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.3234, loss: 2.3234 2025-04-29 19:01:11,147 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:25:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9831, loss_cls: 2.3707, loss: 2.3707 2025-04-29 19:01:53,702 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:24:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.2261, loss: 2.2261 2025-04-29 19:02:36,143 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:23:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.4485, loss: 2.4485 2025-04-29 19:02:39,218 - pyskl - INFO - Saving checkpoint at 89 epochs 2025-04-29 19:03:55,543 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 19:03:55,611 - pyskl - INFO - top1_acc 0.8193 top5_acc 0.9701 2025-04-29 19:03:55,614 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8193, top5_acc: 0.9701 2025-04-29 19:05:00,710 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:23:19, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.2705, loss: 2.2705 2025-04-29 19:05:43,403 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:22:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.1207, loss: 2.1207 2025-04-29 19:06:25,948 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:21:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.1964, loss: 2.1964 2025-04-29 19:07:08,437 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:21:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1670, loss: 2.1670 2025-04-29 19:07:51,030 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:20:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1136, loss: 2.1136 2025-04-29 19:08:33,574 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:19:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3028, loss: 2.3028 2025-04-29 19:09:16,221 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:18:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.2201, loss: 2.2201 2025-04-29 19:09:58,703 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:18:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1007, loss: 2.1007 2025-04-29 19:10:41,326 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:17:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.2751, loss: 2.2751 2025-04-29 19:11:23,840 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:16:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3036, loss: 2.3036 2025-04-29 19:12:06,525 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:16:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3478, loss: 2.3478 2025-04-29 19:12:49,117 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:15:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.2252, loss: 2.2252 2025-04-29 19:13:31,703 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:14:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1902, loss: 2.1902 2025-04-29 19:14:14,183 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:13:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.2372, loss: 2.2372 2025-04-29 19:14:56,496 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:13:05, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3502, loss: 2.3502 2025-04-29 19:15:39,098 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:12:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.2807, loss: 2.2807 2025-04-29 19:16:21,610 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:11:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2126, loss: 2.2126 2025-04-29 19:17:03,980 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:10:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.1454, loss: 2.1454 2025-04-29 19:17:46,489 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:10:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3083, loss: 2.3083 2025-04-29 19:18:28,979 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:09:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.2407, loss: 2.2407 2025-04-29 19:19:11,390 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:08:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2866, loss: 2.2866 2025-04-29 19:19:53,870 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:07:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.3174, loss: 2.3174 2025-04-29 19:20:36,362 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:07:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2632, loss: 2.2632 2025-04-29 19:21:18,868 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:06:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.2561, loss: 2.2561 2025-04-29 19:22:01,342 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:05:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.4076, loss: 2.4076 2025-04-29 19:22:04,475 - pyskl - INFO - Saving checkpoint at 90 epochs 2025-04-29 19:23:21,199 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 19:23:21,265 - pyskl - INFO - top1_acc 0.8277 top5_acc 0.9670 2025-04-29 19:23:21,268 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8277, top5_acc: 0.9670 2025-04-29 19:24:26,272 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:05:13, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1350, loss: 2.1350 2025-04-29 19:25:08,852 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:04:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0813, loss: 2.0813 2025-04-29 19:25:51,317 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:03:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2088, loss: 2.2088 2025-04-29 19:26:33,794 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:03:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.2265, loss: 2.2265 2025-04-29 19:27:16,320 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:02:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.1522, loss: 2.1522 2025-04-29 19:27:58,799 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:01:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0776, loss: 2.0776 2025-04-29 19:28:41,301 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:00:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2296, loss: 2.2296 2025-04-29 19:29:23,659 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:00:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1260, loss: 2.1260 2025-04-29 19:30:06,075 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 17:59:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2245, loss: 2.2245 2025-04-29 19:30:48,571 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 17:58:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2990, loss: 2.2990 2025-04-29 19:31:31,187 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 17:57:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2672, loss: 2.2672 2025-04-29 19:32:13,704 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 17:57:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.3120, loss: 2.3120 2025-04-29 19:32:56,155 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 17:56:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1345, loss: 2.1345 2025-04-29 19:33:38,543 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 17:55:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1367, loss: 2.1367 2025-04-29 19:34:20,819 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 17:54:59, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2058, loss: 2.2058 2025-04-29 19:35:03,194 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 17:54:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.2487, loss: 2.2487 2025-04-29 19:35:45,649 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 17:53:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.2354, loss: 2.2354 2025-04-29 19:36:28,119 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 17:52:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.3378, loss: 2.3378 2025-04-29 19:37:10,529 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:52:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.2189, loss: 2.2189 2025-04-29 19:37:52,930 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:51:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.2522, loss: 2.2522 2025-04-29 19:38:35,392 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:50:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.3744, loss: 2.3744 2025-04-29 19:39:17,855 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:49:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2492, loss: 2.2492 2025-04-29 19:40:00,385 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:49:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3622, loss: 2.3622 2025-04-29 19:40:42,750 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:48:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1987, loss: 2.1987 2025-04-29 19:41:25,229 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:47:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.1901, loss: 2.1901 2025-04-29 19:41:28,341 - pyskl - INFO - Saving checkpoint at 91 epochs 2025-04-29 19:42:44,888 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 19:42:44,954 - pyskl - INFO - top1_acc 0.8386 top5_acc 0.9682 2025-04-29 19:42:44,957 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8386, top5_acc: 0.9682 2025-04-29 19:43:49,292 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:47:05, time: 0.643, data_time: 0.218, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1698, loss: 2.1698 2025-04-29 19:44:31,752 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:46:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.1566, loss: 2.1566 2025-04-29 19:45:14,350 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:45:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1541, loss: 2.1541 2025-04-29 19:45:56,881 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:44:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2145, loss: 2.2145 2025-04-29 19:46:39,603 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:44:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1457, loss: 2.1457 2025-04-29 19:47:22,457 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:43:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9875, loss_cls: 2.2054, loss: 2.2054 2025-04-29 19:48:05,300 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.1521, loss: 2.1521 2025-04-29 19:48:47,995 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:41:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.1869, loss: 2.1869 2025-04-29 19:49:30,728 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:41:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.1710, loss: 2.1710 2025-04-29 19:50:13,097 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:40:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.1584, loss: 2.1584 2025-04-29 19:50:55,419 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:39:48, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1749, loss: 2.1749 2025-04-29 19:51:38,068 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:39:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1771, loss: 2.1771 2025-04-29 19:52:20,739 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:38:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1766, loss: 2.1766 2025-04-29 19:53:03,239 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:37:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.2044, loss: 2.2044 2025-04-29 19:53:45,642 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:36:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2576, loss: 2.2576 2025-04-29 19:54:28,266 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:36:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.2589, loss: 2.2589 2025-04-29 19:55:10,932 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:35:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1780, loss: 2.1780 2025-04-29 19:55:53,355 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:34:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1488, loss: 2.1488 2025-04-29 19:56:35,787 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:33:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1837, loss: 2.1837 2025-04-29 19:57:18,243 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:33:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.2576, loss: 2.2576 2025-04-29 19:58:00,811 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:32:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.1939, loss: 2.1939 2025-04-29 19:58:43,360 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:31:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2563, loss: 2.2563 2025-04-29 19:59:26,116 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:31:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3010, loss: 2.3010 2025-04-29 20:00:08,773 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:30:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2365, loss: 2.2365 2025-04-29 20:00:51,426 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:29:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3055, loss: 2.3055 2025-04-29 20:00:54,513 - pyskl - INFO - Saving checkpoint at 92 epochs 2025-04-29 20:02:10,677 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 20:02:10,745 - pyskl - INFO - top1_acc 0.8455 top5_acc 0.9688 2025-04-29 20:02:10,748 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8455, top5_acc: 0.9688 2025-04-29 20:03:15,215 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:29:00, time: 0.645, data_time: 0.220, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1383, loss: 2.1383 2025-04-29 20:03:57,763 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:28:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.1092, loss: 2.1092 2025-04-29 20:04:40,272 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:27:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0435, loss: 2.0435 2025-04-29 20:05:22,790 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:26:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.0614, loss: 2.0614 2025-04-29 20:06:05,311 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:26:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.1092, loss: 2.1092 2025-04-29 20:06:47,715 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:25:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 2.1848, loss: 2.1848 2025-04-29 20:07:30,248 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:24:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0638, loss: 2.0638 2025-04-29 20:08:12,699 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:23:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2804, loss: 2.2804 2025-04-29 20:08:55,230 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:23:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.1528, loss: 2.1528 2025-04-29 20:09:37,695 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:22:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.0873, loss: 2.0873 2025-04-29 20:10:20,123 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:21:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.2109, loss: 2.2109 2025-04-29 20:11:02,458 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:20:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0610, loss: 2.0610 2025-04-29 20:11:44,799 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:20:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1420, loss: 2.1420 2025-04-29 20:12:27,126 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:19:30, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1414, loss: 2.1414 2025-04-29 20:13:09,583 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:18:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.2473, loss: 2.2473 2025-04-29 20:13:52,099 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:18:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2898, loss: 2.2898 2025-04-29 20:14:34,505 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:17:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.1700, loss: 2.1700 2025-04-29 20:15:17,086 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:16:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.2972, loss: 2.2972 2025-04-29 20:15:59,441 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:15:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.2582, loss: 2.2582 2025-04-29 20:16:41,833 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:15:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1243, loss: 2.1243 2025-04-29 20:17:24,280 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:14:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1952, loss: 2.1952 2025-04-29 20:18:07,081 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:13:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.0835, loss: 2.0835 2025-04-29 20:18:49,656 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:12:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2602, loss: 2.2602 2025-04-29 20:19:32,070 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:12:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0981, loss: 2.0981 2025-04-29 20:20:14,445 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:11:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.2943, loss: 2.2943 2025-04-29 20:20:17,525 - pyskl - INFO - Saving checkpoint at 93 epochs 2025-04-29 20:21:33,616 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 20:21:33,683 - pyskl - INFO - top1_acc 0.8187 top5_acc 0.9707 2025-04-29 20:21:33,686 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8187, top5_acc: 0.9707 2025-04-29 20:22:38,237 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:10:53, time: 0.645, data_time: 0.221, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.0796, loss: 2.0796 2025-04-29 20:23:20,565 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:10:09, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.2007, loss: 2.2007 2025-04-29 20:24:03,115 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:09:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1213, loss: 2.1213 2025-04-29 20:24:45,686 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:08:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.1623, loss: 2.1623 2025-04-29 20:25:28,176 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:07:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9969, loss_cls: 2.1199, loss: 2.1199 2025-04-29 20:26:10,669 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:07:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1272, loss: 2.1272 2025-04-29 20:26:53,195 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:06:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0723, loss: 2.0723 2025-04-29 20:27:35,719 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:05:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.1477, loss: 2.1477 2025-04-29 20:28:18,189 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:05:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.1238, loss: 2.1238 2025-04-29 20:29:00,815 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:04:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1453, loss: 2.1453 2025-04-29 20:29:43,296 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:03:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1391, loss: 2.1391 2025-04-29 20:30:26,012 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:02:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 2.1842, loss: 2.1842 2025-04-29 20:31:08,532 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:02:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1914, loss: 2.1914 2025-04-29 20:31:51,085 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:01:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1710, loss: 2.1710 2025-04-29 20:32:33,653 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:00:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2037, loss: 2.2037 2025-04-29 20:33:16,205 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 16:59:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1153, loss: 2.1153 2025-04-29 20:33:58,695 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 16:59:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1799, loss: 2.1799 2025-04-29 20:34:41,010 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 16:58:28, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1786, loss: 2.1786 2025-04-29 20:35:23,336 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 16:57:44, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.1626, loss: 2.1626 2025-04-29 20:36:05,688 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 16:57:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.1141, loss: 2.1141 2025-04-29 20:36:48,250 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 16:56:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2077, loss: 2.2077 2025-04-29 20:37:30,823 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 16:55:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1392, loss: 2.1392 2025-04-29 20:38:13,426 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 16:54:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1878, loss: 2.1878 2025-04-29 20:38:55,859 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 16:54:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.2160, loss: 2.2160 2025-04-29 20:39:38,311 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 16:53:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 2.2419, loss: 2.2419 2025-04-29 20:39:41,429 - pyskl - INFO - Saving checkpoint at 94 epochs 2025-04-29 20:40:57,769 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 20:40:57,837 - pyskl - INFO - top1_acc 0.8429 top5_acc 0.9754 2025-04-29 20:40:57,840 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8429, top5_acc: 0.9754 2025-04-29 20:42:02,717 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:52:46, time: 0.649, data_time: 0.221, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 2.0015, loss: 2.0015 2025-04-29 20:42:45,364 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:52:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.0637, loss: 2.0637 2025-04-29 20:43:27,923 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:51:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0909, loss: 2.0909 2025-04-29 20:44:10,420 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:50:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1131, loss: 2.1131 2025-04-29 20:44:52,815 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:49:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.0842, loss: 2.0842 2025-04-29 20:45:35,178 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:49:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1505, loss: 2.1505 2025-04-29 20:46:17,580 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:48:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.1203, loss: 2.1203 2025-04-29 20:46:59,927 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:47:39, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1707, loss: 2.1707 2025-04-29 20:47:42,303 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:46:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.0627, loss: 2.0627 2025-04-29 20:48:24,947 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:46:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.1108, loss: 2.1108 2025-04-29 20:49:07,517 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:45:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0857, loss: 2.0857 2025-04-29 20:49:50,166 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:44:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.0935, loss: 2.0935 2025-04-29 20:50:32,563 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:44:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.1211, loss: 2.1211 2025-04-29 20:51:14,927 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:43:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1494, loss: 2.1494 2025-04-29 20:51:57,382 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:42:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2035, loss: 2.2035 2025-04-29 20:52:39,815 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:41:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.1383, loss: 2.1383 2025-04-29 20:53:22,168 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:41:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1137, loss: 2.1137 2025-04-29 20:54:04,635 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:40:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0864, loss: 2.0864 2025-04-29 20:54:47,206 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:39:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2099, loss: 2.2099 2025-04-29 20:55:29,602 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:38:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.2055, loss: 2.2055 2025-04-29 20:56:12,114 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:38:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0922, loss: 2.0922 2025-04-29 20:56:54,650 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:37:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2435, loss: 2.2435 2025-04-29 20:57:37,047 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:36:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.2448, loss: 2.2448 2025-04-29 20:58:19,473 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:35:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.2125, loss: 2.2125 2025-04-29 20:59:01,870 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:35:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2173, loss: 2.2173 2025-04-29 20:59:04,998 - pyskl - INFO - Saving checkpoint at 95 epochs 2025-04-29 21:00:21,185 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 21:00:21,253 - pyskl - INFO - top1_acc 0.8269 top5_acc 0.9665 2025-04-29 21:00:21,256 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8269, top5_acc: 0.9665 2025-04-29 21:01:25,376 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:34:39, time: 0.641, data_time: 0.215, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0406, loss: 2.0406 2025-04-29 21:02:07,876 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:33:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.0063, loss: 2.0063 2025-04-29 21:02:50,448 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:33:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.0235, loss: 2.0235 2025-04-29 21:03:32,860 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:32:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0237, loss: 2.0237 2025-04-29 21:04:15,408 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:31:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0460, loss: 2.0460 2025-04-29 21:04:57,374 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:31:00, time: 0.420, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1202, loss: 2.1202 2025-04-29 21:05:39,876 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:30:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2251, loss: 2.2251 2025-04-29 21:06:22,265 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:29:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 2.1359, loss: 2.1359 2025-04-29 21:07:04,743 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:28:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.0943, loss: 2.0943 2025-04-29 21:07:47,336 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:28:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0252, loss: 2.0252 2025-04-29 21:08:29,863 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:27:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0495, loss: 2.0495 2025-04-29 21:09:12,395 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:26:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0960, loss: 2.0960 2025-04-29 21:09:54,784 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:25:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1317, loss: 2.1317 2025-04-29 21:10:37,193 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:25:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0393, loss: 2.0393 2025-04-29 21:11:19,577 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:24:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.0127, loss: 2.0127 2025-04-29 21:12:01,975 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:23:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1135, loss: 2.1135 2025-04-29 21:12:44,445 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:22:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.0410, loss: 2.0410 2025-04-29 21:13:26,935 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:22:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.1400, loss: 2.1400 2025-04-29 21:14:09,494 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:21:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1463, loss: 2.1463 2025-04-29 21:14:52,114 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:20:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2625, loss: 2.2625 2025-04-29 21:15:34,608 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:20:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.2363, loss: 2.2363 2025-04-29 21:16:17,104 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:19:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.2254, loss: 2.2254 2025-04-29 21:16:59,483 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:18:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.0818, loss: 2.0818 2025-04-29 21:17:41,911 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:17:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.1430, loss: 2.1430 2025-04-29 21:18:24,374 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:17:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.2004, loss: 2.2004 2025-04-29 21:18:27,486 - pyskl - INFO - Saving checkpoint at 96 epochs 2025-04-29 21:19:43,893 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 21:19:43,961 - pyskl - INFO - top1_acc 0.8288 top5_acc 0.9728 2025-04-29 21:19:43,964 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8288, top5_acc: 0.9728 2025-04-29 21:20:48,156 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:16:31, time: 0.642, data_time: 0.217, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0501, loss: 2.0501 2025-04-29 21:21:30,643 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:15:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1258, loss: 2.1258 2025-04-29 21:22:13,098 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:15:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0837, loss: 2.0837 2025-04-29 21:22:55,549 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:14:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.9326, loss: 1.9326 2025-04-29 21:23:37,639 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:13:36, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.0334, loss: 2.0334 2025-04-29 21:24:20,075 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:12:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.0906, loss: 2.0906 2025-04-29 21:25:02,496 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:12:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0878, loss: 2.0878 2025-04-29 21:25:45,067 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:11:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.0930, loss: 2.0930 2025-04-29 21:26:27,650 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:10:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0281, loss: 2.0281 2025-04-29 21:27:10,250 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:09:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2005, loss: 2.2005 2025-04-29 21:27:52,843 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:09:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0957, loss: 2.0957 2025-04-29 21:28:35,379 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:08:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.0011, loss: 2.0011 2025-04-29 21:29:17,773 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:07:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1035, loss: 2.1035 2025-04-29 21:30:00,308 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:07:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.1392, loss: 2.1392 2025-04-29 21:30:42,851 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:06:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.1748, loss: 2.1748 2025-04-29 21:31:25,315 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:05:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0434, loss: 2.0434 2025-04-29 21:32:07,799 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:04:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9888, loss_cls: 2.0998, loss: 2.0998 2025-04-29 21:32:50,360 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:04:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.2572, loss: 2.2572 2025-04-29 21:33:32,834 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:03:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9956, loss_cls: 2.1904, loss: 2.1904 2025-04-29 21:34:15,336 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:02:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1376, loss: 2.1376 2025-04-29 21:34:57,679 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:01:55, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1952, loss: 2.1952 2025-04-29 21:35:40,172 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:01:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2020, loss: 2.2020 2025-04-29 21:36:22,712 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:00:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0322, loss: 2.0322 2025-04-29 21:37:05,266 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 15:59:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.1188, loss: 2.1188 2025-04-29 21:37:47,900 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 15:59:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9894, loss_cls: 2.1459, loss: 2.1459 2025-04-29 21:37:51,012 - pyskl - INFO - Saving checkpoint at 97 epochs 2025-04-29 21:39:07,401 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 21:39:07,468 - pyskl - INFO - top1_acc 0.8314 top5_acc 0.9671 2025-04-29 21:39:07,471 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8314, top5_acc: 0.9671 2025-04-29 21:40:12,456 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 15:58:25, time: 0.650, data_time: 0.222, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.0052, loss: 2.0052 2025-04-29 21:40:54,806 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 15:57:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 1.9520, loss: 1.9520 2025-04-29 21:41:37,334 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 15:56:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.9667, loss: 1.9667 2025-04-29 21:42:19,887 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 15:56:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.9877, loss: 1.9877 2025-04-29 21:43:02,306 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 15:55:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.9618, loss: 1.9618 2025-04-29 21:43:44,815 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 15:54:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1081, loss: 2.1081 2025-04-29 21:44:27,292 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 15:54:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9599, loss: 1.9599 2025-04-29 21:45:09,751 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:53:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.0757, loss: 2.0757 2025-04-29 21:45:51,694 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:52:34, time: 0.419, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0308, loss: 2.0308 2025-04-29 21:46:34,144 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:51:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0600, loss: 2.0600 2025-04-29 21:47:16,598 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:51:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.0999, loss: 2.0999 2025-04-29 21:47:59,180 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:50:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.0443, loss: 2.0443 2025-04-29 21:48:41,754 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:49:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.0688, loss: 2.0688 2025-04-29 21:49:24,351 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:48:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.1134, loss: 2.1134 2025-04-29 21:50:06,894 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:48:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0359, loss: 2.0359 2025-04-29 21:50:49,252 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:47:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.0333, loss: 2.0333 2025-04-29 21:51:31,747 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:46:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.0791, loss: 2.0791 2025-04-29 21:52:14,119 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:46:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.0966, loss: 2.0966 2025-04-29 21:52:56,555 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:45:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0535, loss: 2.0535 2025-04-29 21:53:38,979 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:44:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0820, loss: 2.0820 2025-04-29 21:54:21,511 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:43:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1529, loss: 2.1529 2025-04-29 21:55:04,116 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:43:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1010, loss: 2.1010 2025-04-29 21:55:46,545 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:42:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.0904, loss: 2.0904 2025-04-29 21:56:29,003 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:41:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.0175, loss: 2.0175 2025-04-29 21:57:11,406 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:40:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.0786, loss: 2.0786 2025-04-29 21:57:14,546 - pyskl - INFO - Saving checkpoint at 98 epochs 2025-04-29 21:58:31,061 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 21:58:31,127 - pyskl - INFO - top1_acc 0.8444 top5_acc 0.9725 2025-04-29 21:58:31,130 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8444, top5_acc: 0.9725 2025-04-29 21:59:35,383 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:40:18, time: 0.642, data_time: 0.218, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.9709, loss: 1.9709 2025-04-29 22:00:17,787 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:39:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.0537, loss: 2.0537 2025-04-29 22:01:00,222 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:38:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9227, loss: 1.9227 2025-04-29 22:01:42,657 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:38:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9695, loss: 1.9695 2025-04-29 22:02:25,050 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:37:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.9910, loss: 1.9910 2025-04-29 22:03:07,433 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:36:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.0570, loss: 2.0570 2025-04-29 22:03:49,811 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:35:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0890, loss: 2.0890 2025-04-29 22:04:32,328 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:35:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0408, loss: 2.0408 2025-04-29 22:05:14,765 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:34:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 1.9922, loss: 1.9922 2025-04-29 22:05:57,456 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:33:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0762, loss: 2.0762 2025-04-29 22:06:39,971 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:33:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1150, loss: 2.1150 2025-04-29 22:07:22,594 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:32:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0669, loss: 2.0669 2025-04-29 22:08:05,018 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:31:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.0843, loss: 2.0843 2025-04-29 22:08:47,554 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:30:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.0652, loss: 2.0652 2025-04-29 22:09:30,059 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:30:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1110, loss: 2.1110 2025-04-29 22:10:12,531 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:29:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9380, loss: 1.9380 2025-04-29 22:10:54,963 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:28:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.0537, loss: 2.0537 2025-04-29 22:11:37,371 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:27:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0754, loss: 2.0754 2025-04-29 22:12:19,827 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:27:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.9775, loss: 1.9775 2025-04-29 22:13:02,250 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:26:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1216, loss: 2.1216 2025-04-29 22:13:44,695 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:25:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.0523, loss: 2.0523 2025-04-29 22:14:27,070 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:24:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.0503, loss: 2.0503 2025-04-29 22:15:09,402 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:24:15, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.0435, loss: 2.0435 2025-04-29 22:15:51,883 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:23:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 2.0785, loss: 2.0785 2025-04-29 22:16:34,227 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:22:47, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 2.0929, loss: 2.0929 2025-04-29 22:16:37,313 - pyskl - INFO - Saving checkpoint at 99 epochs 2025-04-29 22:17:53,849 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 22:17:53,916 - pyskl - INFO - top1_acc 0.8453 top5_acc 0.9745 2025-04-29 22:17:53,919 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8453, top5_acc: 0.9745 2025-04-29 22:18:58,402 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:22:11, time: 0.645, data_time: 0.221, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0764, loss: 2.0764 2025-04-29 22:19:40,833 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:21:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.0267, loss: 2.0267 2025-04-29 22:20:23,271 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:20:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9359, loss: 1.9359 2025-04-29 22:21:05,813 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:19:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9678, loss: 1.9678 2025-04-29 22:21:48,207 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:19:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9665, loss: 1.9665 2025-04-29 22:22:30,562 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:18:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 1.9830, loss: 1.9830 2025-04-29 22:23:13,015 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:17:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.0095, loss: 2.0095 2025-04-29 22:23:55,555 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:17:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 2.0245, loss: 2.0245 2025-04-29 22:24:38,123 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:16:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.0349, loss: 2.0349 2025-04-29 22:25:20,742 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:15:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.9917, loss: 1.9917 2025-04-29 22:26:03,086 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:14:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.9868, loss: 1.9868 2025-04-29 22:26:45,492 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:14:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.1007, loss: 2.1007 2025-04-29 22:27:27,887 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:13:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.0400, loss: 2.0400 2025-04-29 22:28:10,299 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:12:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9707, loss: 1.9707 2025-04-29 22:28:52,696 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:11:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.9891, loss: 1.9891 2025-04-29 22:29:35,003 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:11:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0205, loss: 2.0205 2025-04-29 22:30:17,294 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:10:30, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.1460, loss: 2.1460 2025-04-29 22:30:59,647 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:09:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.1265, loss: 2.1265 2025-04-29 22:31:41,994 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:09:03, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.1679, loss: 2.1679 2025-04-29 22:32:24,380 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:08:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.0084, loss: 2.0084 2025-04-29 22:33:06,801 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:07:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.9829, loss: 1.9829 2025-04-29 22:33:49,268 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:06:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0807, loss: 2.0807 2025-04-29 22:34:31,767 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:06:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.9864, loss: 1.9864 2025-04-29 22:35:14,166 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:05:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.0255, loss: 2.0255 2025-04-29 22:35:56,552 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:04:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0167, loss: 2.0167 2025-04-29 22:35:59,687 - pyskl - INFO - Saving checkpoint at 100 epochs 2025-04-29 22:37:16,123 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 22:37:16,192 - pyskl - INFO - top1_acc 0.8567 top5_acc 0.9777 2025-04-29 22:37:16,231 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_87.pth was removed 2025-04-29 22:37:17,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. 2025-04-29 22:37:17,219 - pyskl - INFO - Best top1_acc is 0.8567 at 100 epoch. 2025-04-29 22:37:17,221 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8567, top5_acc: 0.9777 2025-04-29 22:38:22,029 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:04:04, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 1.9704, loss: 1.9704 2025-04-29 22:39:04,594 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:03:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8567, loss: 1.8567 2025-04-29 22:39:47,052 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:02:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8817, loss: 1.8817 2025-04-29 22:40:29,618 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:01:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.0880, loss: 2.0880 2025-04-29 22:41:12,236 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:01:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0337, loss: 2.0337 2025-04-29 22:41:54,834 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:00:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.0129, loss: 2.0129 2025-04-29 22:42:37,340 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 14:59:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8705, loss: 1.8705 2025-04-29 22:43:19,846 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 14:58:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.8759, loss: 1.8759 2025-04-29 22:44:02,360 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 14:58:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 1.9997, loss: 1.9997 2025-04-29 22:44:44,888 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 14:57:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9047, loss: 1.9047 2025-04-29 22:45:27,463 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 14:56:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.9957, loss: 1.9957 2025-04-29 22:46:10,104 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 14:56:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0056, loss: 2.0056 2025-04-29 22:46:52,647 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 14:55:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0268, loss: 2.0268 2025-04-29 22:47:35,075 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 14:54:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9881, loss: 1.9881 2025-04-29 22:48:17,442 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 14:53:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0426, loss: 2.0426 2025-04-29 22:48:59,895 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:53:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.0830, loss: 2.0830 2025-04-29 22:49:42,387 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:52:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.9986, loss: 1.9986 2025-04-29 22:50:24,768 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:51:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.9442, loss: 1.9442 2025-04-29 22:51:07,075 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:50:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.9679, loss: 1.9679 2025-04-29 22:51:49,412 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:50:13, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.0403, loss: 2.0403 2025-04-29 22:52:31,887 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:49:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.0522, loss: 2.0522 2025-04-29 22:53:14,398 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:48:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.0206, loss: 2.0206 2025-04-29 22:53:56,967 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:48:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0580, loss: 2.0580 2025-04-29 22:54:39,329 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:47:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.0309, loss: 2.0309 2025-04-29 22:55:21,831 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:46:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.0057, loss: 2.0057 2025-04-29 22:55:24,925 - pyskl - INFO - Saving checkpoint at 101 epochs 2025-04-29 22:56:41,164 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 22:56:41,232 - pyskl - INFO - top1_acc 0.8547 top5_acc 0.9755 2025-04-29 22:56:41,235 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8547, top5_acc: 0.9755 2025-04-29 22:57:46,029 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:45:57, time: 0.648, data_time: 0.224, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.9492, loss: 1.9492 2025-04-29 22:58:28,379 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:45:13, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9355, loss: 1.9355 2025-04-29 22:59:10,818 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:44:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8922, loss: 1.8922 2025-04-29 22:59:53,165 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:43:46, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.9170, loss: 1.9170 2025-04-29 23:00:35,638 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:43:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.0113, loss: 2.0113 2025-04-29 23:01:17,986 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:42:18, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.0127, loss: 2.0127 2025-04-29 23:02:00,326 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:41:35, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9644, loss: 1.9644 2025-04-29 23:02:42,761 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:40:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9095, loss: 1.9095 2025-04-29 23:03:25,338 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:40:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.0024, loss: 2.0024 2025-04-29 23:04:07,944 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:39:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.9456, loss: 1.9456 2025-04-29 23:04:50,620 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:38:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.0400, loss: 2.0400 2025-04-29 23:05:33,335 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:37:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0503, loss: 2.0503 2025-04-29 23:06:15,804 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:37:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.9641, loss: 1.9641 2025-04-29 23:06:58,219 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:36:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0215, loss: 2.0215 2025-04-29 23:07:40,681 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:35:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.0020, loss: 2.0020 2025-04-29 23:08:23,083 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:35:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0620, loss: 2.0620 2025-04-29 23:09:05,495 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:34:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.0140, loss: 2.0140 2025-04-29 23:09:47,978 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:33:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.0291, loss: 2.0291 2025-04-29 23:10:30,415 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:32:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9196, loss: 1.9196 2025-04-29 23:11:12,870 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:32:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 2.0484, loss: 2.0484 2025-04-29 23:11:55,322 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:31:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9357, loss: 1.9357 2025-04-29 23:12:37,786 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:30:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.0261, loss: 2.0261 2025-04-29 23:13:20,206 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:29:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.9477, loss: 1.9477 2025-04-29 23:14:02,562 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:29:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.9862, loss: 1.9862 2025-04-29 23:14:44,846 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:28:28, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.0277, loss: 2.0277 2025-04-29 23:14:47,937 - pyskl - INFO - Saving checkpoint at 102 epochs 2025-04-29 23:16:04,545 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 23:16:04,613 - pyskl - INFO - top1_acc 0.8446 top5_acc 0.9711 2025-04-29 23:16:04,616 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8446, top5_acc: 0.9711 2025-04-29 23:17:09,249 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:27:50, time: 0.646, data_time: 0.222, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9241, loss: 1.9241 2025-04-29 23:17:51,602 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:27:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9168, loss: 1.9168 2025-04-29 23:18:34,035 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:26:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0374, loss: 2.0374 2025-04-29 23:19:16,749 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:25:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.8862, loss: 1.8862 2025-04-29 23:19:59,222 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:24:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9469, loss: 1.9469 2025-04-29 23:20:41,742 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:24:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8433, loss: 1.8433 2025-04-29 23:21:24,254 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:23:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8011, loss: 1.8011 2025-04-29 23:22:06,981 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:22:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.8681, loss: 1.8681 2025-04-29 23:22:49,756 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:22:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9328, loss: 1.9328 2025-04-29 23:23:32,421 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:21:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8590, loss: 1.8590 2025-04-29 23:24:15,028 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:20:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.9565, loss: 1.9565 2025-04-29 23:24:57,531 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:19:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.8873, loss: 1.8873 2025-04-29 23:25:39,912 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:19:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9123, loss: 1.9123 2025-04-29 23:26:22,254 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:18:22, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.9838, loss: 1.9838 2025-04-29 23:27:04,683 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:17:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.9677, loss: 1.9677 2025-04-29 23:27:47,030 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:16:55, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9703, loss: 1.9703 2025-04-29 23:28:29,387 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:16:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0758, loss: 2.0758 2025-04-29 23:29:11,770 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:15:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.0150, loss: 2.0150 2025-04-29 23:29:54,212 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:14:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.9041, loss: 1.9041 2025-04-29 23:30:36,543 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:14:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 1.9280, loss: 1.9280 2025-04-29 23:31:19,030 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:13:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9593, loss: 1.9593 2025-04-29 23:32:01,411 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:12:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 2.1472, loss: 2.1472 2025-04-29 23:32:43,906 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:11:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9988, loss_cls: 1.9595, loss: 1.9595 2025-04-29 23:33:26,302 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:11:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.0936, loss: 2.0936 2025-04-29 23:34:08,739 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:10:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.9643, loss: 1.9643 2025-04-29 23:34:11,841 - pyskl - INFO - Saving checkpoint at 103 epochs 2025-04-29 23:35:28,440 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 23:35:28,508 - pyskl - INFO - top1_acc 0.8399 top5_acc 0.9673 2025-04-29 23:35:28,511 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8399, top5_acc: 0.9673 2025-04-29 23:36:33,395 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:09:44, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8246, loss: 1.8246 2025-04-29 23:37:15,811 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:09:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.8753, loss: 1.8753 2025-04-29 23:37:58,228 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:08:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.8016, loss: 1.8016 2025-04-29 23:38:40,685 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:07:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9274, loss: 1.9274 2025-04-29 23:39:23,204 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:06:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 1.9030, loss: 1.9030 2025-04-29 23:40:05,599 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:06:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8437, loss: 1.8437 2025-04-29 23:40:48,082 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:05:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9546, loss: 1.9546 2025-04-29 23:41:30,635 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:04:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8923, loss: 1.8923 2025-04-29 23:42:13,167 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:03:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9634, loss: 1.9634 2025-04-29 23:42:55,727 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:03:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8933, loss: 1.8933 2025-04-29 23:43:38,322 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:02:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8738, loss: 1.8738 2025-04-29 23:44:21,072 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9211, loss: 1.9211 2025-04-29 23:45:03,606 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:01:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.9397, loss: 1.9397 2025-04-29 23:45:46,074 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:00:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.9194, loss: 1.9194 2025-04-29 23:46:28,576 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 13:59:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.8926, loss: 1.8926 2025-04-29 23:47:10,717 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 13:58:49, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9246, loss: 1.9246 2025-04-29 23:47:53,248 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 13:58:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9210, loss: 1.9210 2025-04-29 23:48:35,554 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 13:57:21, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.8865, loss: 1.8865 2025-04-29 23:49:18,097 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 13:56:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1164, loss: 2.1164 2025-04-29 23:50:00,523 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 13:55:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.9207, loss: 1.9207 2025-04-29 23:50:42,919 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 13:55:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.8972, loss: 1.8972 2025-04-29 23:51:25,403 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 13:54:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.9154, loss: 1.9154 2025-04-29 23:52:07,813 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:53:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.9417, loss: 1.9417 2025-04-29 23:52:50,207 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:52:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.0707, loss: 2.0707 2025-04-29 23:53:32,697 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:52:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0651, loss: 2.0651 2025-04-29 23:53:35,832 - pyskl - INFO - Saving checkpoint at 104 epochs 2025-04-29 23:54:52,189 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-29 23:54:52,257 - pyskl - INFO - top1_acc 0.8497 top5_acc 0.9749 2025-04-29 23:54:52,260 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8497, top5_acc: 0.9749 2025-04-29 23:55:57,342 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:51:38, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7887, loss: 1.7887 2025-04-29 23:56:39,848 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:50:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8498, loss: 1.8498 2025-04-29 23:57:22,272 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:50:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.8471, loss: 1.8471 2025-04-29 23:58:04,762 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:49:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.8757, loss: 1.8757 2025-04-29 23:58:47,226 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:48:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.8998, loss: 1.8998 2025-04-29 23:59:29,712 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:47:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9155, loss: 1.9155 2025-04-30 00:00:12,266 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:47:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9126, loss: 1.9126 2025-04-30 00:00:54,828 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:46:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.8154, loss: 1.8154 2025-04-30 00:01:37,377 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:45:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9576, loss: 1.9576 2025-04-30 00:02:19,892 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:45:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8900, loss: 1.8900 2025-04-30 00:03:02,482 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:44:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8768, loss: 1.8768 2025-04-30 00:03:45,160 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:43:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7622, loss: 1.7622 2025-04-30 00:04:27,602 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:42:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.9360, loss: 1.9360 2025-04-30 00:05:10,041 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:42:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8024, loss: 1.8024 2025-04-30 00:05:52,527 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:41:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9146, loss: 1.9146 2025-04-30 00:06:35,047 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:40:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7860, loss: 1.7860 2025-04-30 00:07:17,379 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:39:59, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0134, loss: 2.0134 2025-04-30 00:07:59,704 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:39:15, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9078, loss: 1.9078 2025-04-30 00:08:42,127 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:38:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.9787, loss: 1.9787 2025-04-30 00:09:24,446 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:37:48, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8825, loss: 1.8825 2025-04-30 00:10:06,746 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:37:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8909, loss: 1.8909 2025-04-30 00:10:48,921 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:36:20, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.9294, loss: 1.9294 2025-04-30 00:11:31,283 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:35:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.9287, loss: 1.9287 2025-04-30 00:12:13,666 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:34:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9220, loss: 1.9220 2025-04-30 00:12:56,046 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:34:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0799, loss: 2.0799 2025-04-30 00:12:59,208 - pyskl - INFO - Saving checkpoint at 105 epochs 2025-04-30 00:14:15,611 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 00:14:15,677 - pyskl - INFO - top1_acc 0.8207 top5_acc 0.9490 2025-04-30 00:14:15,680 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8207, top5_acc: 0.9490 2025-04-30 00:15:20,358 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:33:31, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8279, loss: 1.8279 2025-04-30 00:16:02,836 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:32:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.7832, loss: 1.7832 2025-04-30 00:16:45,259 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:32:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8359, loss: 1.8359 2025-04-30 00:17:27,753 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:31:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7538, loss: 1.7538 2025-04-30 00:18:10,120 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:30:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7564, loss: 1.7564 2025-04-30 00:18:52,632 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:29:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.8735, loss: 1.8735 2025-04-30 00:19:35,195 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:29:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.8916, loss: 1.8916 2025-04-30 00:20:17,680 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:28:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 2.0263, loss: 2.0263 2025-04-30 00:21:00,143 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:27:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8647, loss: 1.8647 2025-04-30 00:21:42,655 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:26:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 1.9099, loss: 1.9099 2025-04-30 00:22:25,191 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:26:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8166, loss: 1.8166 2025-04-30 00:23:07,383 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:25:31, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8074, loss: 1.8074 2025-04-30 00:23:49,939 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:24:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 1.9149, loss: 1.9149 2025-04-30 00:24:32,416 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:24:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.7951, loss: 1.7951 2025-04-30 00:25:14,726 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:23:19, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9206, loss: 1.9206 2025-04-30 00:25:57,121 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:22:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8519, loss: 1.8519 2025-04-30 00:26:39,469 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:21:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8756, loss: 1.8756 2025-04-30 00:27:21,927 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:21:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9650, loss: 1.9650 2025-04-30 00:28:04,388 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:20:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.8435, loss: 1.8435 2025-04-30 00:28:46,809 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:19:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.8390, loss: 1.8390 2025-04-30 00:29:29,205 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:18:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9767, loss: 1.9767 2025-04-30 00:30:11,582 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:18:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 1.9792, loss: 1.9792 2025-04-30 00:30:54,040 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:17:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8404, loss: 1.8404 2025-04-30 00:31:36,487 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:16:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0665, loss: 2.0665 2025-04-30 00:32:18,902 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:16:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8672, loss: 1.8672 2025-04-30 00:32:22,027 - pyskl - INFO - Saving checkpoint at 106 epochs 2025-04-30 00:33:38,644 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 00:33:38,712 - pyskl - INFO - top1_acc 0.8512 top5_acc 0.9756 2025-04-30 00:33:38,715 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8512, top5_acc: 0.9756 2025-04-30 00:34:43,095 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:15:24, time: 0.644, data_time: 0.221, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8167, loss: 1.8167 2025-04-30 00:35:25,519 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:14:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7674, loss: 1.7674 2025-04-30 00:36:07,931 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:13:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8481, loss: 1.8481 2025-04-30 00:36:50,389 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:13:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.6798, loss: 1.6798 2025-04-30 00:37:32,767 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:12:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 1.8201, loss: 1.8201 2025-04-30 00:38:15,187 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:11:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.7793, loss: 1.7793 2025-04-30 00:38:57,630 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:11:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.9164, loss: 1.9164 2025-04-30 00:39:40,069 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:10:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.8937, loss: 1.8937 2025-04-30 00:40:22,403 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:09:35, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.9059, loss: 1.9059 2025-04-30 00:41:04,997 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:08:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8547, loss: 1.8547 2025-04-30 00:41:47,575 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:08:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8288, loss: 1.8288 2025-04-30 00:42:30,277 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:07:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.0096, loss: 2.0096 2025-04-30 00:43:12,716 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:06:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.8028, loss: 1.8028 2025-04-30 00:43:55,160 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:05:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8735, loss: 1.8735 2025-04-30 00:44:37,599 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:05:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8509, loss: 1.8509 2025-04-30 00:45:20,003 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:04:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8440, loss: 1.8440 2025-04-30 00:46:02,520 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:03:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.8197, loss: 1.8197 2025-04-30 00:46:45,026 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:03:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8844, loss: 1.8844 2025-04-30 00:47:27,431 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:02:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9397, loss: 1.9397 2025-04-30 00:48:09,815 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:01:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.8158, loss: 1.8158 2025-04-30 00:48:52,291 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:00:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9020, loss: 1.9020 2025-04-30 00:49:34,642 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:00:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8447, loss: 1.8447 2025-04-30 00:50:17,021 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 12:59:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 1.9528, loss: 1.9528 2025-04-30 00:50:59,497 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 12:58:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9423, loss: 1.9423 2025-04-30 00:51:41,939 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 12:57:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.8470, loss: 1.8470 2025-04-30 00:51:45,060 - pyskl - INFO - Saving checkpoint at 107 epochs 2025-04-30 00:53:02,113 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 00:53:02,180 - pyskl - INFO - top1_acc 0.8302 top5_acc 0.9668 2025-04-30 00:53:02,183 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8302, top5_acc: 0.9668 2025-04-30 00:54:07,388 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 12:57:18, time: 0.652, data_time: 0.225, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7725, loss: 1.7725 2025-04-30 00:54:49,624 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 12:56:34, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7408, loss: 1.7408 2025-04-30 00:55:32,234 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 12:55:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.7552, loss: 1.7552 2025-04-30 00:56:14,732 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 12:55:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.7699, loss: 1.7699 2025-04-30 00:56:57,195 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:54:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7185, loss: 1.7185 2025-04-30 00:57:39,743 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:53:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.8203, loss: 1.8203 2025-04-30 00:58:22,272 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:52:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8504, loss: 1.8504 2025-04-30 00:59:04,778 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:52:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9546, loss: 1.9546 2025-04-30 00:59:47,296 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:51:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7841, loss: 1.7841 2025-04-30 01:00:29,806 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:50:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8741, loss: 1.8741 2025-04-30 01:01:12,284 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:50:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8057, loss: 1.8057 2025-04-30 01:01:54,951 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:49:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8340, loss: 1.8340 2025-04-30 01:02:37,559 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:48:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7860, loss: 1.7860 2025-04-30 01:03:20,081 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:47:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.8134, loss: 1.8134 2025-04-30 01:04:02,451 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:47:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8466, loss: 1.8466 2025-04-30 01:04:44,832 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:46:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9059, loss: 1.9059 2025-04-30 01:05:27,233 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:45:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7657, loss: 1.7657 2025-04-30 01:06:09,650 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:44:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8184, loss: 1.8184 2025-04-30 01:06:52,054 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:44:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8372, loss: 1.8372 2025-04-30 01:07:34,418 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:43:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8407, loss: 1.8407 2025-04-30 01:08:16,881 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:42:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8738, loss: 1.8738 2025-04-30 01:08:59,048 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:42:01, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7228, loss: 1.7228 2025-04-30 01:09:41,435 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:41:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8975, loss: 1.8975 2025-04-30 01:10:23,748 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:40:34, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.8337, loss: 1.8337 2025-04-30 01:11:06,056 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:39:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8874, loss: 1.8874 2025-04-30 01:11:09,196 - pyskl - INFO - Saving checkpoint at 108 epochs 2025-04-30 01:12:25,791 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 01:12:25,859 - pyskl - INFO - top1_acc 0.8399 top5_acc 0.9736 2025-04-30 01:12:25,861 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8399, top5_acc: 0.9736 2025-04-30 01:13:30,905 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:39:12, time: 0.650, data_time: 0.226, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.8040, loss: 1.8040 2025-04-30 01:14:13,524 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:38:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.7439, loss: 1.7439 2025-04-30 01:14:56,009 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:37:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7152, loss: 1.7152 2025-04-30 01:15:38,508 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:37:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7388, loss: 1.7388 2025-04-30 01:16:20,951 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:36:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7270, loss: 1.7270 2025-04-30 01:17:03,475 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:35:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7591, loss: 1.7591 2025-04-30 01:17:45,917 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:34:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7656, loss: 1.7656 2025-04-30 01:18:28,348 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:34:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6674, loss: 1.6674 2025-04-30 01:19:10,763 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:33:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7157, loss: 1.7157 2025-04-30 01:19:53,317 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:32:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7163, loss: 1.7163 2025-04-30 01:20:35,927 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:31:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7868, loss: 1.7868 2025-04-30 01:21:18,569 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:31:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.7910, loss: 1.7910 2025-04-30 01:22:01,123 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:30:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7558, loss: 1.7558 2025-04-30 01:22:43,603 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:29:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 1.8254, loss: 1.8254 2025-04-30 01:23:26,011 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:29:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8404, loss: 1.8404 2025-04-30 01:24:08,522 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:28:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8315, loss: 1.8315 2025-04-30 01:24:50,964 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:27:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8689, loss: 1.8689 2025-04-30 01:25:33,315 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:26:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.8439, loss: 1.8439 2025-04-30 01:26:15,795 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:26:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.8766, loss: 1.8766 2025-04-30 01:26:58,265 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:25:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9260, loss: 1.9260 2025-04-30 01:27:40,746 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:24:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8449, loss: 1.8449 2025-04-30 01:28:23,216 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:23:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8623, loss: 1.8623 2025-04-30 01:29:05,835 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:23:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.8517, loss: 1.8517 2025-04-30 01:29:48,323 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:22:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.7704, loss: 1.7704 2025-04-30 01:30:30,766 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:21:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8351, loss: 1.8351 2025-04-30 01:30:33,875 - pyskl - INFO - Saving checkpoint at 109 epochs 2025-04-30 01:31:50,874 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 01:31:50,941 - pyskl - INFO - top1_acc 0.8491 top5_acc 0.9766 2025-04-30 01:31:50,944 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8491, top5_acc: 0.9766 2025-04-30 01:32:56,271 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:21:06, time: 0.653, data_time: 0.228, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7042, loss: 1.7042 2025-04-30 01:33:38,734 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:20:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8061, loss: 1.8061 2025-04-30 01:34:21,211 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:19:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7848, loss: 1.7848 2025-04-30 01:35:03,599 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:18:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.6984, loss: 1.6984 2025-04-30 01:35:46,058 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:18:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7311, loss: 1.7311 2025-04-30 01:36:28,525 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:17:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7392, loss: 1.7392 2025-04-30 01:37:11,027 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:16:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.7201, loss: 1.7201 2025-04-30 01:37:53,453 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:16:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.8288, loss: 1.8288 2025-04-30 01:38:35,934 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:15:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.6991, loss: 1.6991 2025-04-30 01:39:18,438 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:14:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.6937, loss: 1.6937 2025-04-30 01:40:01,011 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:13:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8178, loss: 1.8178 2025-04-30 01:40:43,606 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:13:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7314, loss: 1.7314 2025-04-30 01:41:26,236 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:12:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.6972, loss: 1.6972 2025-04-30 01:42:08,875 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:11:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.7524, loss: 1.7524 2025-04-30 01:42:51,386 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:10:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.7510, loss: 1.7510 2025-04-30 01:43:33,919 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:10:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6675, loss: 1.6675 2025-04-30 01:44:16,413 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.7720, loss: 1.7720 2025-04-30 01:44:58,947 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:08:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8036, loss: 1.8036 2025-04-30 01:45:41,503 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:08:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.7600, loss: 1.7600 2025-04-30 01:46:24,015 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:07:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.8167, loss: 1.8167 2025-04-30 01:47:06,524 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:06:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8972, loss: 1.8972 2025-04-30 01:47:49,059 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:05:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.7990, loss: 1.7990 2025-04-30 01:48:31,568 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:05:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8042, loss: 1.8042 2025-04-30 01:49:14,206 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:04:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7856, loss: 1.7856 2025-04-30 01:49:56,793 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:03:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.8095, loss: 1.8095 2025-04-30 01:49:59,906 - pyskl - INFO - Saving checkpoint at 110 epochs 2025-04-30 01:51:16,465 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 01:51:16,533 - pyskl - INFO - top1_acc 0.8628 top5_acc 0.9754 2025-04-30 01:51:16,584 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_100.pth was removed 2025-04-30 01:51:17,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. 2025-04-30 01:51:17,624 - pyskl - INFO - Best top1_acc is 0.8628 at 110 epoch. 2025-04-30 01:51:17,626 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8628, top5_acc: 0.9754 2025-04-30 01:52:22,097 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:03:00, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7984, loss: 1.7984 2025-04-30 01:53:04,591 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:02:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7191, loss: 1.7191 2025-04-30 01:53:47,103 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:01:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7636, loss: 1.7636 2025-04-30 01:54:29,558 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:00:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.7228, loss: 1.7228 2025-04-30 01:55:11,976 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:00:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 1.7842, loss: 1.7842 2025-04-30 01:55:54,504 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 11:59:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6407, loss: 1.6407 2025-04-30 01:56:36,989 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 11:58:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7201, loss: 1.7201 2025-04-30 01:57:19,615 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 11:57:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.7256, loss: 1.7256 2025-04-30 01:58:02,210 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 11:57:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8099, loss: 1.8099 2025-04-30 01:58:44,819 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 11:56:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7355, loss: 1.7355 2025-04-30 01:59:27,401 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 11:55:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7557, loss: 1.7557 2025-04-30 02:00:09,782 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 11:55:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.7325, loss: 1.7325 2025-04-30 02:00:52,267 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:54:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7890, loss: 1.7890 2025-04-30 02:01:34,689 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:53:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7688, loss: 1.7688 2025-04-30 02:02:17,416 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:52:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7003, loss: 1.7003 2025-04-30 02:03:00,099 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:52:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8318, loss: 1.8318 2025-04-30 02:03:42,672 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:51:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7399, loss: 1.7399 2025-04-30 02:04:25,151 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:50:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6792, loss: 1.6792 2025-04-30 02:05:07,658 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:49:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.7747, loss: 1.7747 2025-04-30 02:05:50,046 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:49:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8202, loss: 1.8202 2025-04-30 02:06:32,556 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:48:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.7892, loss: 1.7892 2025-04-30 02:07:15,084 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:47:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.7857, loss: 1.7857 2025-04-30 02:07:57,502 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:47:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7919, loss: 1.7919 2025-04-30 02:08:39,971 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:46:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.7436, loss: 1.7436 2025-04-30 02:09:22,524 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:45:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7904, loss: 1.7904 2025-04-30 02:09:25,598 - pyskl - INFO - Saving checkpoint at 111 epochs 2025-04-30 02:10:41,979 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 02:10:42,047 - pyskl - INFO - top1_acc 0.8618 top5_acc 0.9739 2025-04-30 02:10:42,049 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8618, top5_acc: 0.9739 2025-04-30 02:11:46,615 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:44:54, time: 0.646, data_time: 0.222, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6492, loss: 1.6492 2025-04-30 02:12:29,051 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:44:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7458, loss: 1.7458 2025-04-30 02:13:11,388 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:43:27, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7001, loss: 1.7001 2025-04-30 02:13:53,771 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:42:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.6863, loss: 1.6863 2025-04-30 02:14:36,183 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:42:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7500, loss: 1.7500 2025-04-30 02:15:18,639 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:41:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.7447, loss: 1.7447 2025-04-30 02:16:01,080 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:40:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6940, loss: 1.6940 2025-04-30 02:16:43,583 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:39:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.6952, loss: 1.6952 2025-04-30 02:17:25,983 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:39:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.6508, loss: 1.6508 2025-04-30 02:18:08,426 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:38:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6645, loss: 1.6645 2025-04-30 02:18:51,033 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:37:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6209, loss: 1.6209 2025-04-30 02:19:33,725 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:36:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7163, loss: 1.7163 2025-04-30 02:20:16,255 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:36:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.7505, loss: 1.7505 2025-04-30 02:20:58,736 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:35:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7764, loss: 1.7764 2025-04-30 02:21:41,137 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:34:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.7301, loss: 1.7301 2025-04-30 02:22:23,498 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:34:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7541, loss: 1.7541 2025-04-30 02:23:05,977 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:33:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8082, loss: 1.8082 2025-04-30 02:23:48,406 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:32:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.6937, loss: 1.6937 2025-04-30 02:24:30,785 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:31:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7722, loss: 1.7722 2025-04-30 02:25:13,238 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:31:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8171, loss: 1.8171 2025-04-30 02:25:55,727 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:30:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7680, loss: 1.7680 2025-04-30 02:26:38,086 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:29:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.6922, loss: 1.6922 2025-04-30 02:27:20,560 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:28:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 1.7508, loss: 1.7508 2025-04-30 02:28:02,912 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:28:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7024, loss: 1.7024 2025-04-30 02:28:45,365 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:27:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7442, loss: 1.7442 2025-04-30 02:28:48,503 - pyskl - INFO - Saving checkpoint at 112 epochs 2025-04-30 02:30:04,856 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 02:30:04,924 - pyskl - INFO - top1_acc 0.8712 top5_acc 0.9783 2025-04-30 02:30:04,973 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_110.pth was removed 2025-04-30 02:30:05,978 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. 2025-04-30 02:30:05,979 - pyskl - INFO - Best top1_acc is 0.8712 at 112 epoch. 2025-04-30 02:30:05,981 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8712, top5_acc: 0.9783 2025-04-30 02:31:10,405 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:26:48, time: 0.644, data_time: 0.221, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7048, loss: 1.7048 2025-04-30 02:31:52,637 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:26:04, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6448, loss: 1.6448 2025-04-30 02:32:35,012 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:25:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6763, loss: 1.6763 2025-04-30 02:33:17,528 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:24:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.6890, loss: 1.6890 2025-04-30 02:34:00,114 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:23:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5650, loss: 1.5650 2025-04-30 02:34:42,660 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:23:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6742, loss: 1.6742 2025-04-30 02:35:25,172 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:22:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.6385, loss: 1.6385 2025-04-30 02:36:07,602 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:21:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6170, loss: 1.6170 2025-04-30 02:36:50,003 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:20:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.6446, loss: 1.6446 2025-04-30 02:37:32,512 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:20:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6138, loss: 1.6138 2025-04-30 02:38:14,943 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:19:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.6988, loss: 1.6988 2025-04-30 02:38:57,467 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:18:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.6833, loss: 1.6833 2025-04-30 02:39:40,208 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:18:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.6585, loss: 1.6585 2025-04-30 02:40:22,772 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:17:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7187, loss: 1.7187 2025-04-30 02:41:05,206 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:16:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6708, loss: 1.6708 2025-04-30 02:41:47,568 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:15:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.7121, loss: 1.7121 2025-04-30 02:42:30,064 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:15:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.6588, loss: 1.6588 2025-04-30 02:43:12,624 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:14:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7272, loss: 1.7272 2025-04-30 02:43:55,168 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:13:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7162, loss: 1.7162 2025-04-30 02:44:37,723 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:13:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7547, loss: 1.7547 2025-04-30 02:45:20,356 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:12:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.7531, loss: 1.7531 2025-04-30 02:46:02,821 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:11:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7419, loss: 1.7419 2025-04-30 02:46:45,259 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:10:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7744, loss: 1.7744 2025-04-30 02:47:27,707 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:10:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.6954, loss: 1.6954 2025-04-30 02:48:10,130 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:09:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7555, loss: 1.7555 2025-04-30 02:48:13,322 - pyskl - INFO - Saving checkpoint at 113 epochs 2025-04-30 02:49:29,473 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 02:49:29,541 - pyskl - INFO - top1_acc 0.8720 top5_acc 0.9789 2025-04-30 02:49:29,592 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_112.pth was removed 2025-04-30 02:49:30,615 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. 2025-04-30 02:49:30,616 - pyskl - INFO - Best top1_acc is 0.8720 at 113 epoch. 2025-04-30 02:49:30,618 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8720, top5_acc: 0.9789 2025-04-30 02:50:35,559 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:08:42, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6411, loss: 1.6411 2025-04-30 02:51:18,015 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:07:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5604, loss: 1.5604 2025-04-30 02:52:00,414 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:07:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.6263, loss: 1.6263 2025-04-30 02:52:42,891 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:06:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6583, loss: 1.6583 2025-04-30 02:53:25,351 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:05:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7225, loss: 1.7225 2025-04-30 02:54:07,735 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:05:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7321, loss: 1.7321 2025-04-30 02:54:50,165 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:04:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6441, loss: 1.6441 2025-04-30 02:55:32,606 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:03:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6231, loss: 1.6231 2025-04-30 02:56:15,005 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:02:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6412, loss: 1.6412 2025-04-30 02:56:57,439 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:02:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6451, loss: 1.6451 2025-04-30 02:57:40,028 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:01:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6315, loss: 1.6315 2025-04-30 02:58:22,590 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:00:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5900, loss: 1.5900 2025-04-30 02:59:05,350 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 10:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6940, loss: 1.6940 2025-04-30 02:59:48,046 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 10:59:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.6486, loss: 1.6486 2025-04-30 03:00:30,795 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 10:58:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.7030, loss: 1.7030 2025-04-30 03:01:13,297 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 10:57:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.6928, loss: 1.6928 2025-04-30 03:01:55,846 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 10:57:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6859, loss: 1.6859 2025-04-30 03:02:38,288 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 10:56:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6781, loss: 1.6781 2025-04-30 03:03:20,894 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 10:55:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6676, loss: 1.6676 2025-04-30 03:04:03,609 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:54:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6586, loss: 1.6586 2025-04-30 03:04:46,210 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:54:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7543, loss: 1.7543 2025-04-30 03:05:28,578 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:53:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7068, loss: 1.7068 2025-04-30 03:06:10,997 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:52:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7153, loss: 1.7153 2025-04-30 03:06:53,432 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:52:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7484, loss: 1.7484 2025-04-30 03:07:35,556 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:51:16, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7404, loss: 1.7404 2025-04-30 03:07:38,655 - pyskl - INFO - Saving checkpoint at 114 epochs 2025-04-30 03:08:55,056 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 03:08:55,124 - pyskl - INFO - top1_acc 0.8499 top5_acc 0.9716 2025-04-30 03:08:55,126 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8499, top5_acc: 0.9716 2025-04-30 03:10:00,078 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:50:36, time: 0.649, data_time: 0.223, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 2025-04-30 03:10:42,446 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:49:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6324, loss: 1.6324 2025-04-30 03:11:24,984 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:49:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.5882, loss: 1.5882 2025-04-30 03:12:07,570 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:48:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.6782, loss: 1.6782 2025-04-30 03:12:50,142 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:47:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.6027, loss: 1.6027 2025-04-30 03:13:32,748 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:46:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.5615, loss: 1.5615 2025-04-30 03:14:15,436 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:46:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6523, loss: 1.6523 2025-04-30 03:14:57,971 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:45:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6369, loss: 1.6369 2025-04-30 03:15:40,592 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:44:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.5338, loss: 1.5338 2025-04-30 03:16:23,183 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:44:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5906, loss: 1.5906 2025-04-30 03:17:05,911 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:43:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6066, loss: 1.6066 2025-04-30 03:17:48,671 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.5796, loss: 1.5796 2025-04-30 03:18:31,262 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:41:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5954, loss: 1.5954 2025-04-30 03:19:13,815 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:41:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6769, loss: 1.6769 2025-04-30 03:19:56,274 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:40:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6625, loss: 1.6625 2025-04-30 03:20:38,787 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:39:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6539, loss: 1.6539 2025-04-30 03:21:21,371 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:38:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6043, loss: 1.6043 2025-04-30 03:22:03,834 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:38:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6029, loss: 1.6029 2025-04-30 03:22:46,654 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:37:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.6640, loss: 1.6640 2025-04-30 03:23:29,334 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.6443, loss: 1.6443 2025-04-30 03:24:12,003 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:36:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.6603, loss: 1.6603 2025-04-30 03:24:54,648 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:35:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.5970, loss: 1.5970 2025-04-30 03:25:37,339 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:34:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6385, loss: 1.6385 2025-04-30 03:26:19,803 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:33:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6606, loss: 1.6606 2025-04-30 03:27:02,275 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:33:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.6762, loss: 1.6762 2025-04-30 03:27:05,399 - pyskl - INFO - Saving checkpoint at 115 epochs 2025-04-30 03:28:22,018 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 03:28:22,085 - pyskl - INFO - top1_acc 0.8571 top5_acc 0.9721 2025-04-30 03:28:22,088 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8571, top5_acc: 0.9721 2025-04-30 03:29:27,238 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:32:31, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.6380, loss: 1.6380 2025-04-30 03:30:09,651 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:31:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5700, loss: 1.5700 2025-04-30 03:30:52,035 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:31:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5617, loss: 1.5617 2025-04-30 03:31:34,462 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:30:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4888, loss: 1.4888 2025-04-30 03:32:16,902 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:29:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6583, loss: 1.6583 2025-04-30 03:32:59,251 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:28:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5683, loss: 1.5683 2025-04-30 03:33:41,661 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:28:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6006, loss: 1.6006 2025-04-30 03:34:24,177 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:27:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5266, loss: 1.5266 2025-04-30 03:35:06,757 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:26:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.5516, loss: 1.5516 2025-04-30 03:35:49,167 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:25:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.6823, loss: 1.6823 2025-04-30 03:36:31,739 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:25:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5795, loss: 1.5795 2025-04-30 03:37:14,251 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:24:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5232, loss: 1.5232 2025-04-30 03:37:56,814 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:23:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5782, loss: 1.5782 2025-04-30 03:38:39,207 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:23:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5588, loss: 1.5588 2025-04-30 03:39:21,637 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:22:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.6754, loss: 1.6754 2025-04-30 03:40:04,183 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:21:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6576, loss: 1.6576 2025-04-30 03:40:46,682 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:20:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6963, loss: 1.6963 2025-04-30 03:41:29,391 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.6815, loss: 1.6815 2025-04-30 03:42:11,931 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:19:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6080, loss: 1.6080 2025-04-30 03:42:54,359 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:18:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6356, loss: 1.6356 2025-04-30 03:43:36,846 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:18:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5832, loss: 1.5832 2025-04-30 03:44:19,262 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:17:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.6394, loss: 1.6394 2025-04-30 03:45:01,747 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:16:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6349, loss: 1.6349 2025-04-30 03:45:44,215 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:15:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.7187, loss: 1.7187 2025-04-30 03:46:26,631 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:15:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.6578, loss: 1.6578 2025-04-30 03:46:29,755 - pyskl - INFO - Saving checkpoint at 116 epochs 2025-04-30 03:47:46,146 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 03:47:46,214 - pyskl - INFO - top1_acc 0.8606 top5_acc 0.9732 2025-04-30 03:47:46,217 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8606, top5_acc: 0.9732 2025-04-30 03:48:51,223 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:14:25, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6207, loss: 1.6207 2025-04-30 03:49:33,632 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:13:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6041, loss: 1.6041 2025-04-30 03:50:16,082 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:12:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6024, loss: 1.6024 2025-04-30 03:50:58,494 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:12:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6062, loss: 1.6062 2025-04-30 03:51:40,971 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:11:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5739, loss: 1.5739 2025-04-30 03:52:23,488 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:10:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5296, loss: 1.5296 2025-04-30 03:53:06,020 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:10:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5314, loss: 1.5314 2025-04-30 03:53:48,566 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:09:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5499, loss: 1.5499 2025-04-30 03:54:30,992 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:08:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6130, loss: 1.6130 2025-04-30 03:55:13,482 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:07:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5475, loss: 1.5475 2025-04-30 03:55:55,878 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:07:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.5861, loss: 1.5861 2025-04-30 03:56:38,398 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:06:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5941, loss: 1.5941 2025-04-30 03:57:20,942 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:05:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6104, loss: 1.6104 2025-04-30 03:58:03,427 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:04:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5389, loss: 1.5389 2025-04-30 03:58:45,704 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:04:15, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5667, loss: 1.5667 2025-04-30 03:59:28,298 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:03:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.5887, loss: 1.5887 2025-04-30 04:00:10,773 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:02:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5750, loss: 1.5750 2025-04-30 04:00:53,376 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:02:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5775, loss: 1.5775 2025-04-30 04:01:35,818 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:01:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5541, loss: 1.5541 2025-04-30 04:02:18,198 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:00:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6012, loss: 1.6012 2025-04-30 04:03:00,606 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 9:59:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.5553, loss: 1.5553 2025-04-30 04:03:42,975 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 9:59:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5469, loss: 1.5469 2025-04-30 04:04:25,443 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 9:58:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.6423, loss: 1.6423 2025-04-30 04:05:08,021 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 9:57:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6693, loss: 1.6693 2025-04-30 04:05:50,550 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 9:57:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6726, loss: 1.6726 2025-04-30 04:05:53,660 - pyskl - INFO - Saving checkpoint at 117 epochs 2025-04-30 04:07:09,785 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 04:07:09,853 - pyskl - INFO - top1_acc 0.8652 top5_acc 0.9751 2025-04-30 04:07:09,856 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8652, top5_acc: 0.9751 2025-04-30 04:08:14,552 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 9:56:19, time: 0.647, data_time: 0.223, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5575, loss: 1.5575 2025-04-30 04:08:56,934 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:55:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5152, loss: 1.5152 2025-04-30 04:09:39,281 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:54:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4898, loss: 1.4898 2025-04-30 04:10:21,809 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:54:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5163, loss: 1.5163 2025-04-30 04:11:04,334 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:53:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5811, loss: 1.5811 2025-04-30 04:11:46,857 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:52:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6335, loss: 1.6335 2025-04-30 04:12:29,432 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:51:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5946, loss: 1.5946 2025-04-30 04:13:11,415 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:51:14, time: 0.420, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5818, loss: 1.5818 2025-04-30 04:13:53,857 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:50:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5410, loss: 1.5410 2025-04-30 04:14:36,379 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:49:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5284, loss: 1.5284 2025-04-30 04:15:19,011 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:49:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5249, loss: 1.5249 2025-04-30 04:16:01,531 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:48:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.5848, loss: 1.5848 2025-04-30 04:16:44,055 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:47:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.5640, loss: 1.5640 2025-04-30 04:17:26,521 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:46:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5496, loss: 1.5496 2025-04-30 04:18:09,143 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:46:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5613, loss: 1.5613 2025-04-30 04:18:51,786 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:45:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.5599, loss: 1.5599 2025-04-30 04:19:34,114 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:44:42, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6869, loss: 1.6869 2025-04-30 04:20:16,528 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:43:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6226, loss: 1.6226 2025-04-30 04:20:58,875 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:43:15, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6073, loss: 1.6073 2025-04-30 04:21:41,331 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:42:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5458, loss: 1.5458 2025-04-30 04:22:23,799 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:41:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.5874, loss: 1.5874 2025-04-30 04:23:06,292 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:41:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6337, loss: 1.6337 2025-04-30 04:23:48,731 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:40:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5486, loss: 1.5486 2025-04-30 04:24:31,307 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:39:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.5905, loss: 1.5905 2025-04-30 04:25:13,834 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:38:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.5253, loss: 1.5253 2025-04-30 04:25:16,902 - pyskl - INFO - Saving checkpoint at 118 epochs 2025-04-30 04:26:33,217 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 04:26:33,284 - pyskl - INFO - top1_acc 0.8587 top5_acc 0.9744 2025-04-30 04:26:33,287 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8587, top5_acc: 0.9744 2025-04-30 04:27:38,259 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:38:13, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6066, loss: 1.6066 2025-04-30 04:28:20,778 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:37:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4882, loss: 1.4882 2025-04-30 04:29:03,222 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:36:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4413, loss: 1.4413 2025-04-30 04:29:45,546 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:36:03, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3939, loss: 1.3939 2025-04-30 04:30:28,122 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:35:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 2025-04-30 04:31:10,678 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:34:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.5084, loss: 1.5084 2025-04-30 04:31:53,119 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:33:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5846, loss: 1.5846 2025-04-30 04:32:35,639 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:33:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5028, loss: 1.5028 2025-04-30 04:33:18,179 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:32:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6226, loss: 1.6226 2025-04-30 04:34:00,724 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:31:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5590, loss: 1.5590 2025-04-30 04:34:43,279 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:30:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4778, loss: 1.4778 2025-04-30 04:35:25,918 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:30:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5654, loss: 1.5654 2025-04-30 04:36:08,612 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:29:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.5242, loss: 1.5242 2025-04-30 04:36:51,402 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:28:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5136, loss: 1.5136 2025-04-30 04:37:34,059 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:28:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6151, loss: 1.6151 2025-04-30 04:38:16,546 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:27:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5677, loss: 1.5677 2025-04-30 04:38:59,138 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:26:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5475, loss: 1.5475 2025-04-30 04:39:41,536 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:25:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5018, loss: 1.5018 2025-04-30 04:40:23,930 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:25:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5086, loss: 1.5086 2025-04-30 04:41:06,295 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:24:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 2025-04-30 04:41:48,679 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:23:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.5100, loss: 1.5100 2025-04-30 04:42:31,071 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:22:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5206, loss: 1.5206 2025-04-30 04:43:13,451 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:22:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5276, loss: 1.5276 2025-04-30 04:43:55,955 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:21:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4815, loss: 1.4815 2025-04-30 04:44:38,496 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:20:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5157, loss: 1.5157 2025-04-30 04:44:41,624 - pyskl - INFO - Saving checkpoint at 119 epochs 2025-04-30 04:45:58,080 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 04:45:58,148 - pyskl - INFO - top1_acc 0.8672 top5_acc 0.9773 2025-04-30 04:45:58,150 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8672, top5_acc: 0.9773 2025-04-30 04:47:02,765 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:20:08, time: 0.646, data_time: 0.219, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4931, loss: 1.4931 2025-04-30 04:47:45,101 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:19:24, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4493, loss: 1.4493 2025-04-30 04:48:27,290 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:18:40, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4878, loss: 1.4878 2025-04-30 04:49:09,678 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:17:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5043, loss: 1.5043 2025-04-30 04:49:52,032 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:17:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4548, loss: 1.4548 2025-04-30 04:50:34,403 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:16:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4712, loss: 1.4712 2025-04-30 04:51:16,714 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:15:46, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4384, loss: 1.4384 2025-04-30 04:51:59,158 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:15:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 2025-04-30 04:52:41,535 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:14:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 2025-04-30 04:53:24,275 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:13:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5006, loss: 1.5006 2025-04-30 04:54:06,846 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:12:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4938, loss: 1.4938 2025-04-30 04:54:49,521 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:12:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5112, loss: 1.5112 2025-04-30 04:55:32,200 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:11:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5076, loss: 1.5076 2025-04-30 04:56:14,737 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:10:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5805, loss: 1.5805 2025-04-30 04:56:57,230 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:09:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5336, loss: 1.5336 2025-04-30 04:57:39,742 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:09:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5257, loss: 1.5257 2025-04-30 04:58:22,263 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:08:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 2025-04-30 04:59:04,719 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:07:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4396, loss: 1.4396 2025-04-30 04:59:47,194 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:07:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.5351, loss: 1.5351 2025-04-30 05:00:29,545 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:06:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4214, loss: 1.4214 2025-04-30 05:01:12,050 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:05:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5238, loss: 1.5238 2025-04-30 05:01:54,428 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:04:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5194, loss: 1.5194 2025-04-30 05:02:36,805 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:04:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5576, loss: 1.5576 2025-04-30 05:03:19,147 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:03:26, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 2025-04-30 05:04:01,615 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:02:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5205, loss: 1.5205 2025-04-30 05:04:04,742 - pyskl - INFO - Saving checkpoint at 120 epochs 2025-04-30 05:05:21,178 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 05:05:21,245 - pyskl - INFO - top1_acc 0.8751 top5_acc 0.9795 2025-04-30 05:05:21,294 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_113.pth was removed 2025-04-30 05:05:22,283 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2025-04-30 05:05:22,284 - pyskl - INFO - Best top1_acc is 0.8751 at 120 epoch. 2025-04-30 05:05:22,287 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8751, top5_acc: 0.9795 2025-04-30 05:06:27,011 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:02:02, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 2025-04-30 05:07:09,489 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:01:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4693, loss: 1.4693 2025-04-30 05:07:51,987 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:00:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4488, loss: 1.4488 2025-04-30 05:08:34,373 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 8:59:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4241, loss: 1.4241 2025-04-30 05:09:16,836 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 8:59:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 2025-04-30 05:09:59,279 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 8:58:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4683, loss: 1.4683 2025-04-30 05:10:41,660 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 8:57:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5004, loss: 1.5004 2025-04-30 05:11:24,158 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 8:56:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4245, loss: 1.4245 2025-04-30 05:12:06,696 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 8:56:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4340, loss: 1.4340 2025-04-30 05:12:49,287 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:55:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5060, loss: 1.5060 2025-04-30 05:13:31,942 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:54:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 2025-04-30 05:14:14,564 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:54:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 2025-04-30 05:14:57,264 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:53:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4118, loss: 1.4118 2025-04-30 05:15:39,819 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:52:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5180, loss: 1.5180 2025-04-30 05:16:22,332 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:51:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5115, loss: 1.5115 2025-04-30 05:17:04,956 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:51:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5022, loss: 1.5022 2025-04-30 05:17:47,484 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:50:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4820, loss: 1.4820 2025-04-30 05:18:29,947 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:49:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4492, loss: 1.4492 2025-04-30 05:19:12,409 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:48:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 2025-04-30 05:19:54,975 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:48:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4471, loss: 1.4471 2025-04-30 05:20:37,631 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:47:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 2025-04-30 05:21:20,092 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:46:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5143, loss: 1.5143 2025-04-30 05:22:02,688 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:46:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5126, loss: 1.5126 2025-04-30 05:22:45,217 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:45:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4366, loss: 1.4366 2025-04-30 05:23:27,767 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:44:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.5499, loss: 1.5499 2025-04-30 05:23:30,925 - pyskl - INFO - Saving checkpoint at 121 epochs 2025-04-30 05:24:47,621 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 05:24:47,689 - pyskl - INFO - top1_acc 0.8675 top5_acc 0.9762 2025-04-30 05:24:47,691 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8675, top5_acc: 0.9762 2025-04-30 05:25:52,402 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:43:56, time: 0.647, data_time: 0.224, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4326, loss: 1.4326 2025-04-30 05:26:34,856 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:43:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4208, loss: 1.4208 2025-04-30 05:27:17,197 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:42:29, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4403, loss: 1.4403 2025-04-30 05:27:59,611 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:41:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4254, loss: 1.4254 2025-04-30 05:28:41,774 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:41:02, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4396, loss: 1.4396 2025-04-30 05:29:23,945 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:40:18, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4046, loss: 1.4046 2025-04-30 05:30:06,443 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:39:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3996, loss: 1.3996 2025-04-30 05:30:48,876 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:38:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3755, loss: 1.3755 2025-04-30 05:31:31,315 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:38:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4486, loss: 1.4486 2025-04-30 05:32:13,672 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:37:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 2025-04-30 05:32:56,214 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:36:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5095, loss: 1.5095 2025-04-30 05:33:38,947 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:35:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 2025-04-30 05:34:21,479 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:35:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 2025-04-30 05:35:04,099 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:34:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4881, loss: 1.4881 2025-04-30 05:35:46,472 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:33:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 2025-04-30 05:36:28,877 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:33:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 2025-04-30 05:37:11,350 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:32:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5060, loss: 1.5060 2025-04-30 05:37:53,799 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:31:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 2025-04-30 05:38:36,258 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:30:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.4799, loss: 1.4799 2025-04-30 05:39:18,732 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:30:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5119, loss: 1.5119 2025-04-30 05:40:01,273 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:29:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4529, loss: 1.4529 2025-04-30 05:40:43,898 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:28:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5114, loss: 1.5114 2025-04-30 05:41:26,538 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:27:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4422, loss: 1.4422 2025-04-30 05:42:09,040 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:27:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4379, loss: 1.4379 2025-04-30 05:42:51,466 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:26:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4749, loss: 1.4749 2025-04-30 05:42:54,638 - pyskl - INFO - Saving checkpoint at 122 epochs 2025-04-30 05:44:11,101 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 05:44:11,169 - pyskl - INFO - top1_acc 0.8746 top5_acc 0.9787 2025-04-30 05:44:11,171 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8746, top5_acc: 0.9787 2025-04-30 05:45:15,884 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:25:50, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3905, loss: 1.3905 2025-04-30 05:45:58,374 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:25:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3637, loss: 1.3637 2025-04-30 05:46:40,790 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:24:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3733, loss: 1.3733 2025-04-30 05:47:23,206 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:23:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4220, loss: 1.4220 2025-04-30 05:48:05,758 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:22:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3875, loss: 1.3875 2025-04-30 05:48:48,406 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:22:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4427, loss: 1.4427 2025-04-30 05:49:30,915 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:21:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 2025-04-30 05:50:13,409 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:20:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3795, loss: 1.3795 2025-04-30 05:50:55,823 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:20:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4530, loss: 1.4530 2025-04-30 05:51:38,120 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:19:19, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4880, loss: 1.4880 2025-04-30 05:52:20,597 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:18:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3582, loss: 1.3582 2025-04-30 05:53:03,156 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:17:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.3946, loss: 1.3946 2025-04-30 05:53:45,659 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:17:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3992, loss: 1.3992 2025-04-30 05:54:28,200 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:16:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4510, loss: 1.4510 2025-04-30 05:55:10,655 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:15:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3595, loss: 1.3595 2025-04-30 05:55:53,047 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:14:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4345, loss: 1.4345 2025-04-30 05:56:35,454 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:14:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3817, loss: 1.3817 2025-04-30 05:57:17,951 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:13:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4350, loss: 1.4350 2025-04-30 05:58:00,467 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:12:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3602, loss: 1.3602 2025-04-30 05:58:42,946 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:12:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.4014, loss: 1.4014 2025-04-30 05:59:25,568 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:11:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3817, loss: 1.3817 2025-04-30 06:00:08,122 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:10:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4995, loss: 1.4995 2025-04-30 06:00:50,641 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:09:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4576, loss: 1.4576 2025-04-30 06:01:33,270 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:09:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4097, loss: 1.4097 2025-04-30 06:02:15,759 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:08:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4104, loss: 1.4104 2025-04-30 06:02:18,896 - pyskl - INFO - Saving checkpoint at 123 epochs 2025-04-30 06:03:35,308 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 06:03:35,376 - pyskl - INFO - top1_acc 0.8737 top5_acc 0.9790 2025-04-30 06:03:35,379 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8737, top5_acc: 0.9790 2025-04-30 06:04:40,335 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:07:45, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4287, loss: 1.4287 2025-04-30 06:05:23,108 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3588, loss: 1.3588 2025-04-30 06:06:05,568 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:06:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 2025-04-30 06:06:47,978 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:05:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3729, loss: 1.3729 2025-04-30 06:07:30,311 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:04:51, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3850, loss: 1.3850 2025-04-30 06:08:12,846 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:04:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3867, loss: 1.3867 2025-04-30 06:08:55,247 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:03:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3558, loss: 1.3558 2025-04-30 06:09:37,700 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:02:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4414, loss: 1.4414 2025-04-30 06:10:20,244 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:01:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4180, loss: 1.4180 2025-04-30 06:11:02,641 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:01:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4661, loss: 1.4661 2025-04-30 06:11:45,123 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:00:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4159, loss: 1.4159 2025-04-30 06:12:27,647 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 7:59:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4123, loss: 1.4123 2025-04-30 06:13:10,095 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 7:59:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3937, loss: 1.3937 2025-04-30 06:13:52,619 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 7:58:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 2025-04-30 06:14:35,144 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 7:57:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 2025-04-30 06:15:17,462 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 7:56:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3957, loss: 1.3957 2025-04-30 06:15:59,857 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:56:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3935, loss: 1.3935 2025-04-30 06:16:42,323 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:55:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4150, loss: 1.4150 2025-04-30 06:17:24,695 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:54:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4146, loss: 1.4146 2025-04-30 06:18:07,049 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:53:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 2025-04-30 06:18:49,617 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:53:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4447, loss: 1.4447 2025-04-30 06:19:32,135 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:52:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3309, loss: 1.3309 2025-04-30 06:20:14,649 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:51:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3736, loss: 1.3736 2025-04-30 06:20:57,083 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:51:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 2025-04-30 06:21:39,541 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:50:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4221, loss: 1.4221 2025-04-30 06:21:42,646 - pyskl - INFO - Saving checkpoint at 124 epochs 2025-04-30 06:22:58,969 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 06:22:59,037 - pyskl - INFO - top1_acc 0.8760 top5_acc 0.9787 2025-04-30 06:22:59,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_120.pth was removed 2025-04-30 06:23:00,138 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2025-04-30 06:23:00,139 - pyskl - INFO - Best top1_acc is 0.8760 at 124 epoch. 2025-04-30 06:23:00,142 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8760, top5_acc: 0.9787 2025-04-30 06:24:04,895 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:49:39, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 2025-04-30 06:24:47,415 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:48:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 2025-04-30 06:25:29,948 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:48:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3852, loss: 1.3852 2025-04-30 06:26:12,483 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:47:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3832, loss: 1.3832 2025-04-30 06:26:55,204 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:46:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3694, loss: 1.3694 2025-04-30 06:27:37,721 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:46:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3655, loss: 1.3655 2025-04-30 06:28:20,127 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:45:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 2025-04-30 06:29:02,513 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:44:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3519, loss: 1.3519 2025-04-30 06:29:44,854 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:43:51, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3185, loss: 1.3185 2025-04-30 06:30:27,226 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:43:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 2025-04-30 06:31:09,533 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:42:24, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3451, loss: 1.3451 2025-04-30 06:31:52,113 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:41:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4410, loss: 1.4410 2025-04-30 06:32:34,736 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:40:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3524, loss: 1.3524 2025-04-30 06:33:17,282 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:40:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4581, loss: 1.4581 2025-04-30 06:33:59,667 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:39:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.3771, loss: 1.3771 2025-04-30 06:34:42,146 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:38:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3864, loss: 1.3864 2025-04-30 06:35:24,600 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:38:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 2025-04-30 06:36:07,026 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:37:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3798, loss: 1.3798 2025-04-30 06:36:49,452 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:36:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4181, loss: 1.4181 2025-04-30 06:37:31,915 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:35:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3890, loss: 1.3890 2025-04-30 06:38:14,410 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:35:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4050, loss: 1.4050 2025-04-30 06:38:56,835 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:34:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3653, loss: 1.3653 2025-04-30 06:39:39,314 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:33:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3188, loss: 1.3188 2025-04-30 06:40:21,870 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:32:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3423, loss: 1.3423 2025-04-30 06:41:04,327 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:32:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4370, loss: 1.4370 2025-04-30 06:41:07,441 - pyskl - INFO - Saving checkpoint at 125 epochs 2025-04-30 06:42:24,042 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 06:42:24,109 - pyskl - INFO - top1_acc 0.8761 top5_acc 0.9787 2025-04-30 06:42:24,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_124.pth was removed 2025-04-30 06:42:25,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2025-04-30 06:42:25,204 - pyskl - INFO - Best top1_acc is 0.8761 at 125 epoch. 2025-04-30 06:42:25,207 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8761, top5_acc: 0.9787 2025-04-30 06:43:30,239 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:31:33, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 2025-04-30 06:44:12,716 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:30:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3544, loss: 1.3544 2025-04-30 06:44:55,297 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:30:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3488, loss: 1.3488 2025-04-30 06:45:37,703 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:29:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3712, loss: 1.3712 2025-04-30 06:46:20,394 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:28:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3217, loss: 1.3217 2025-04-30 06:47:02,762 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:27:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3143, loss: 1.3143 2025-04-30 06:47:45,066 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:27:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 2025-04-30 06:48:27,543 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:26:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3233, loss: 1.3233 2025-04-30 06:49:10,062 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:25:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 2025-04-30 06:49:52,459 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:25:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2623, loss: 1.2623 2025-04-30 06:50:35,065 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:24:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3374, loss: 1.3374 2025-04-30 06:51:17,759 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:23:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3395, loss: 1.3395 2025-04-30 06:52:00,371 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:22:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3277, loss: 1.3277 2025-04-30 06:52:42,937 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:22:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3075, loss: 1.3075 2025-04-30 06:53:25,491 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:21:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 2025-04-30 06:54:07,956 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:20:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3807, loss: 1.3807 2025-04-30 06:54:50,354 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:19:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3697, loss: 1.3697 2025-04-30 06:55:32,614 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:19:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3603, loss: 1.3603 2025-04-30 06:56:15,040 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:18:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3696, loss: 1.3696 2025-04-30 06:56:57,402 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:17:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2956, loss: 1.2956 2025-04-30 06:57:39,752 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:17:03, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3650, loss: 1.3650 2025-04-30 06:58:22,043 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:16:20, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3274, loss: 1.3274 2025-04-30 06:59:04,544 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:15:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 2025-04-30 06:59:46,947 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:14:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3696, loss: 1.3696 2025-04-30 07:00:29,337 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:14:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 2025-04-30 07:00:32,431 - pyskl - INFO - Saving checkpoint at 126 epochs 2025-04-30 07:01:48,788 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 07:01:48,856 - pyskl - INFO - top1_acc 0.8782 top5_acc 0.9796 2025-04-30 07:01:48,908 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_125.pth was removed 2025-04-30 07:01:49,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2025-04-30 07:01:49,962 - pyskl - INFO - Best top1_acc is 0.8782 at 126 epoch. 2025-04-30 07:01:49,965 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8782, top5_acc: 0.9796 2025-04-30 07:02:54,763 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:13:27, time: 0.648, data_time: 0.221, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2970, loss: 1.2970 2025-04-30 07:03:37,421 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:12:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 2025-04-30 07:04:19,898 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:12:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2713, loss: 1.2713 2025-04-30 07:05:02,451 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:11:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2577, loss: 1.2577 2025-04-30 07:05:45,012 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:10:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2566, loss: 1.2566 2025-04-30 07:06:27,624 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:09:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3376, loss: 1.3376 2025-04-30 07:07:10,099 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:09:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3045, loss: 1.3045 2025-04-30 07:07:52,583 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:08:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3100, loss: 1.3100 2025-04-30 07:08:35,046 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:07:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2867, loss: 1.2867 2025-04-30 07:09:17,505 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:06:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 2025-04-30 07:09:59,827 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:06:13, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 2025-04-30 07:10:42,207 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:05:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2850, loss: 1.2850 2025-04-30 07:11:24,665 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:04:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3065, loss: 1.3065 2025-04-30 07:12:07,117 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:04:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3161, loss: 1.3161 2025-04-30 07:12:49,637 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:03:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2305, loss: 1.2305 2025-04-30 07:13:32,087 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:02:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3227, loss: 1.3227 2025-04-30 07:14:14,448 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:01:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 2025-04-30 07:14:56,821 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:01:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3259, loss: 1.3259 2025-04-30 07:15:39,178 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:00:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 2025-04-30 07:16:21,589 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 6:59:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2907, loss: 1.2907 2025-04-30 07:17:03,967 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 6:58:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2600, loss: 1.2600 2025-04-30 07:17:46,287 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 6:58:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3204, loss: 1.3204 2025-04-30 07:18:28,587 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 6:57:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3161, loss: 1.3161 2025-04-30 07:19:10,918 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:56:47, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3143, loss: 1.3143 2025-04-30 07:19:53,279 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:56:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3279, loss: 1.3279 2025-04-30 07:19:56,384 - pyskl - INFO - Saving checkpoint at 127 epochs 2025-04-30 07:21:12,612 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 07:21:12,680 - pyskl - INFO - top1_acc 0.8798 top5_acc 0.9791 2025-04-30 07:21:12,732 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_126.pth was removed 2025-04-30 07:21:13,803 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2025-04-30 07:21:13,804 - pyskl - INFO - Best top1_acc is 0.8798 at 127 epoch. 2025-04-30 07:21:13,807 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8798, top5_acc: 0.9791 2025-04-30 07:22:18,974 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:55:21, time: 0.652, data_time: 0.225, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3853, loss: 1.3853 2025-04-30 07:23:01,562 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:54:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 2025-04-30 07:23:44,087 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:53:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2551, loss: 1.2551 2025-04-30 07:24:26,727 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:53:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3243, loss: 1.3243 2025-04-30 07:25:09,242 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:52:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2592, loss: 1.2592 2025-04-30 07:25:51,827 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:51:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2822, loss: 1.2822 2025-04-30 07:26:34,312 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:51:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2848, loss: 1.2848 2025-04-30 07:27:16,617 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:50:17, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2806, loss: 1.2806 2025-04-30 07:27:59,056 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:49:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2722, loss: 1.2722 2025-04-30 07:28:41,491 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:48:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2827, loss: 1.2827 2025-04-30 07:29:24,015 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:48:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 2025-04-30 07:30:06,656 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:47:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2594, loss: 1.2594 2025-04-30 07:30:49,452 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3381, loss: 1.3381 2025-04-30 07:31:32,118 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:45:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 2025-04-30 07:32:14,660 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:45:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 2025-04-30 07:32:57,207 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:44:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 2025-04-30 07:33:39,664 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:43:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2576, loss: 1.2576 2025-04-30 07:34:22,254 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:43:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2537, loss: 1.2537 2025-04-30 07:35:04,800 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:42:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 2025-04-30 07:35:47,335 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:41:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 2025-04-30 07:36:29,954 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2797, loss: 1.2797 2025-04-30 07:37:12,603 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 2025-04-30 07:37:55,210 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:39:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2904, loss: 1.2904 2025-04-30 07:38:37,850 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:38:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2866, loss: 1.2866 2025-04-30 07:39:20,367 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:37:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3031, loss: 1.3031 2025-04-30 07:39:23,469 - pyskl - INFO - Saving checkpoint at 128 epochs 2025-04-30 07:40:39,943 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 07:40:40,011 - pyskl - INFO - top1_acc 0.8862 top5_acc 0.9797 2025-04-30 07:40:40,061 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_127.pth was removed 2025-04-30 07:40:41,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2025-04-30 07:40:41,090 - pyskl - INFO - Best top1_acc is 0.8862 at 128 epoch. 2025-04-30 07:40:41,093 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8862, top5_acc: 0.9797 2025-04-30 07:41:45,464 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:37:16, time: 0.644, data_time: 0.218, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 2025-04-30 07:42:28,079 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:36:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2265, loss: 1.2265 2025-04-30 07:43:10,608 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:35:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2097, loss: 1.2097 2025-04-30 07:43:53,030 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:35:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2521, loss: 1.2521 2025-04-30 07:44:35,576 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:34:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2661, loss: 1.2661 2025-04-30 07:45:18,143 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:33:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2610, loss: 1.2610 2025-04-30 07:46:00,614 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:32:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2047, loss: 1.2047 2025-04-30 07:46:43,161 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:32:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3147, loss: 1.3147 2025-04-30 07:47:25,426 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:31:28, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2825, loss: 1.2825 2025-04-30 07:48:07,624 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:30:45, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 2025-04-30 07:48:50,069 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:30:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2575, loss: 1.2575 2025-04-30 07:49:32,429 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:29:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2729, loss: 1.2729 2025-04-30 07:50:14,937 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:28:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2988, loss: 1.2988 2025-04-30 07:50:57,489 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:27:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3069, loss: 1.3069 2025-04-30 07:51:40,007 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:27:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2471, loss: 1.2471 2025-04-30 07:52:22,471 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:26:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 2025-04-30 07:53:04,917 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:25:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3432, loss: 1.3432 2025-04-30 07:53:47,370 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:24:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2681, loss: 1.2681 2025-04-30 07:54:29,773 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:24:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2575, loss: 1.2575 2025-04-30 07:55:12,204 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:23:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2721, loss: 1.2721 2025-04-30 07:55:54,566 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:22:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2848, loss: 1.2848 2025-04-30 07:56:36,955 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:22:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 2025-04-30 07:57:19,472 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:21:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 2025-04-30 07:58:01,915 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:20:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3280, loss: 1.3280 2025-04-30 07:58:44,559 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:19:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2835, loss: 1.2835 2025-04-30 07:58:47,718 - pyskl - INFO - Saving checkpoint at 129 epochs 2025-04-30 08:00:04,039 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 08:00:04,106 - pyskl - INFO - top1_acc 0.8754 top5_acc 0.9781 2025-04-30 08:00:04,109 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8754, top5_acc: 0.9781 2025-04-30 08:01:08,619 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:19:10, time: 0.645, data_time: 0.220, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2623, loss: 1.2623 2025-04-30 08:01:51,080 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:18:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 2025-04-30 08:02:33,517 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:17:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2368, loss: 1.2368 2025-04-30 08:03:15,962 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:17:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2379, loss: 1.2379 2025-04-30 08:03:58,358 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:16:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2406, loss: 1.2406 2025-04-30 08:04:40,787 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:15:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2825, loss: 1.2825 2025-04-30 08:05:23,370 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:14:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2702, loss: 1.2702 2025-04-30 08:06:05,866 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:14:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 2025-04-30 08:06:48,325 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:13:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2394, loss: 1.2394 2025-04-30 08:07:30,634 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:12:39, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2067, loss: 1.2067 2025-04-30 08:08:13,051 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:11:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2289, loss: 1.2289 2025-04-30 08:08:55,518 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:11:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2451, loss: 1.2451 2025-04-30 08:09:38,130 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:10:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2354, loss: 1.2354 2025-04-30 08:10:20,921 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:09:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2669, loss: 1.2669 2025-04-30 08:11:03,707 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2628, loss: 1.2628 2025-04-30 08:11:46,374 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:08:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2639, loss: 1.2639 2025-04-30 08:12:28,802 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:07:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 2025-04-30 08:13:11,126 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:06:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2658, loss: 1.2658 2025-04-30 08:13:53,511 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:06:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2828, loss: 1.2828 2025-04-30 08:14:35,931 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:05:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2741, loss: 1.2741 2025-04-30 08:15:18,331 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:04:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2742, loss: 1.2742 2025-04-30 08:16:00,845 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:03:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2278, loss: 1.2278 2025-04-30 08:16:43,276 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:03:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2188, loss: 1.2188 2025-04-30 08:17:25,750 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:02:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2285, loss: 1.2285 2025-04-30 08:18:08,113 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:01:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2346, loss: 1.2346 2025-04-30 08:18:11,175 - pyskl - INFO - Saving checkpoint at 130 epochs 2025-04-30 08:19:27,665 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 08:19:27,732 - pyskl - INFO - top1_acc 0.8840 top5_acc 0.9802 2025-04-30 08:19:27,735 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8840, top5_acc: 0.9802 2025-04-30 08:20:32,123 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:01:05, time: 0.644, data_time: 0.220, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2204, loss: 1.2204 2025-04-30 08:21:14,473 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:00:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2279, loss: 1.2279 2025-04-30 08:21:56,857 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 5:59:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2123, loss: 1.2123 2025-04-30 08:22:39,231 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 5:58:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2436, loss: 1.2436 2025-04-30 08:23:21,600 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 5:58:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2853, loss: 1.2853 2025-04-30 08:24:03,955 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 5:57:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 2025-04-30 08:24:46,239 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:56:44, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2542, loss: 1.2542 2025-04-30 08:25:28,574 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:56:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2640, loss: 1.2640 2025-04-30 08:26:10,915 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:55:17, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 2025-04-30 08:26:53,331 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:54:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2253, loss: 1.2253 2025-04-30 08:27:35,771 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:53:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2635, loss: 1.2635 2025-04-30 08:28:18,138 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:53:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 2025-04-30 08:29:00,773 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:52:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2632, loss: 1.2632 2025-04-30 08:29:43,348 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:51:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 2025-04-30 08:30:26,021 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:50:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2388, loss: 1.2388 2025-04-30 08:31:08,493 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:50:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2113, loss: 1.2113 2025-04-30 08:31:50,534 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:49:29, time: 0.420, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2213, loss: 1.2213 2025-04-30 08:32:33,055 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:48:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2203, loss: 1.2203 2025-04-30 08:33:15,536 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:48:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2909, loss: 1.2909 2025-04-30 08:33:58,019 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:47:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2570, loss: 1.2570 2025-04-30 08:34:40,371 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:46:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2002, loss: 1.2002 2025-04-30 08:35:22,803 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:45:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 2025-04-30 08:36:05,307 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:45:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 2025-04-30 08:36:47,803 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:44:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2242, loss: 1.2242 2025-04-30 08:37:30,412 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:43:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2158, loss: 1.2158 2025-04-30 08:37:33,503 - pyskl - INFO - Saving checkpoint at 131 epochs 2025-04-30 08:38:49,848 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 08:38:49,916 - pyskl - INFO - top1_acc 0.8852 top5_acc 0.9799 2025-04-30 08:38:49,918 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8852, top5_acc: 0.9799 2025-04-30 08:39:54,650 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:42:59, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2117, loss: 1.2117 2025-04-30 08:40:37,053 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:42:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2431, loss: 1.2431 2025-04-30 08:41:19,582 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:41:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1830, loss: 1.1830 2025-04-30 08:42:02,132 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:40:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2050, loss: 1.2050 2025-04-30 08:42:44,615 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:40:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2387, loss: 1.2387 2025-04-30 08:43:27,104 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:39:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2400, loss: 1.2400 2025-04-30 08:44:09,587 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:38:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2031, loss: 1.2031 2025-04-30 08:44:52,018 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:37:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2279, loss: 1.2279 2025-04-30 08:45:34,408 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:37:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 2025-04-30 08:46:16,853 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:36:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 2025-04-30 08:46:59,303 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:35:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1912, loss: 1.1912 2025-04-30 08:47:41,643 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:35:01, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2248, loss: 1.2248 2025-04-30 08:48:24,007 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:34:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1909, loss: 1.1909 2025-04-30 08:49:06,433 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:33:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 2025-04-30 08:49:48,980 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:32:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1909, loss: 1.1909 2025-04-30 08:50:31,326 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:32:07, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2121, loss: 1.2121 2025-04-30 08:51:13,704 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:31:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 2025-04-30 08:51:56,175 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:30:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 2025-04-30 08:52:38,685 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:29:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2445, loss: 1.2445 2025-04-30 08:53:21,041 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:29:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1848, loss: 1.1848 2025-04-30 08:54:03,590 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:28:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1988, loss: 1.1988 2025-04-30 08:54:46,062 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:27:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 2025-04-30 08:55:28,627 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:27:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2119, loss: 1.2119 2025-04-30 08:56:11,238 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:26:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1786, loss: 1.1786 2025-04-30 08:56:53,735 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:25:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2029, loss: 1.2029 2025-04-30 08:56:56,818 - pyskl - INFO - Saving checkpoint at 132 epochs 2025-04-30 08:58:12,993 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 08:58:13,061 - pyskl - INFO - top1_acc 0.8862 top5_acc 0.9799 2025-04-30 08:58:13,063 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.8862, top5_acc: 0.9799 2025-04-30 08:59:17,908 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:24:53, time: 0.648, data_time: 0.221, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2095, loss: 1.2095 2025-04-30 09:00:00,622 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:24:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1806, loss: 1.1806 2025-04-30 09:00:43,426 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:23:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1895, loss: 1.1895 2025-04-30 09:01:26,036 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:22:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 2025-04-30 09:02:08,504 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:22:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1895, loss: 1.1895 2025-04-30 09:02:50,967 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:21:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2599, loss: 1.2599 2025-04-30 09:03:33,449 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:20:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 2025-04-30 09:04:15,955 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:19:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1661, loss: 1.1661 2025-04-30 09:04:58,455 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:19:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2164, loss: 1.2164 2025-04-30 09:05:41,123 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:18:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 2025-04-30 09:06:23,723 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:17:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1638, loss: 1.1638 2025-04-30 09:07:06,335 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:16:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1998, loss: 1.1998 2025-04-30 09:07:48,923 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:16:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2079, loss: 1.2079 2025-04-30 09:08:31,465 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:15:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1942, loss: 1.1942 2025-04-30 09:09:14,067 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:14:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2116, loss: 1.2116 2025-04-30 09:09:56,699 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:14:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2527, loss: 1.2527 2025-04-30 09:10:39,243 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:13:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1992, loss: 1.1992 2025-04-30 09:11:21,806 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:12:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1951, loss: 1.1951 2025-04-30 09:12:04,358 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:11:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 2025-04-30 09:12:46,795 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:11:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2057, loss: 1.2057 2025-04-30 09:13:29,426 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:10:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 2025-04-30 09:14:11,932 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:09:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 2025-04-30 09:14:54,527 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:08:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1933, loss: 1.1933 2025-04-30 09:15:37,187 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2269, loss: 1.2269 2025-04-30 09:16:19,804 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:07:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2205, loss: 1.2205 2025-04-30 09:16:22,946 - pyskl - INFO - Saving checkpoint at 133 epochs 2025-04-30 09:17:39,462 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 09:17:39,529 - pyskl - INFO - top1_acc 0.8903 top5_acc 0.9809 2025-04-30 09:17:39,580 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_128.pth was removed 2025-04-30 09:17:40,601 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2025-04-30 09:17:40,602 - pyskl - INFO - Best top1_acc is 0.8903 at 133 epoch. 2025-04-30 09:17:40,604 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.8903, top5_acc: 0.9809 2025-04-30 09:18:45,800 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:06:48, time: 0.652, data_time: 0.224, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2179, loss: 1.2179 2025-04-30 09:19:28,407 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:06:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1649, loss: 1.1649 2025-04-30 09:20:10,945 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:05:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1980, loss: 1.1980 2025-04-30 09:20:53,362 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:04:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1713, loss: 1.1713 2025-04-30 09:21:35,847 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:03:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2416, loss: 1.2416 2025-04-30 09:22:18,147 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:03:11, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1821, loss: 1.1821 2025-04-30 09:23:00,575 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:02:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1864, loss: 1.1864 2025-04-30 09:23:42,915 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:01:44, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1785, loss: 1.1785 2025-04-30 09:24:25,425 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:01:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2041, loss: 1.2041 2025-04-30 09:25:07,939 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:00:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1709, loss: 1.1709 2025-04-30 09:25:50,320 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 4:59:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1334, loss: 1.1334 2025-04-30 09:26:32,628 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 4:58:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2107, loss: 1.2107 2025-04-30 09:27:15,158 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 4:58:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1829, loss: 1.1829 2025-04-30 09:27:57,736 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:57:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1785, loss: 1.1785 2025-04-30 09:28:40,278 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:56:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1833, loss: 1.1833 2025-04-30 09:29:22,979 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:55:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1730, loss: 1.1730 2025-04-30 09:30:05,446 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:55:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2001, loss: 1.2001 2025-04-30 09:30:47,814 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:54:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1856, loss: 1.1856 2025-04-30 09:31:30,231 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:53:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2135, loss: 1.2135 2025-04-30 09:32:12,675 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:53:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1889, loss: 1.1889 2025-04-30 09:32:55,057 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:52:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 2025-04-30 09:33:37,512 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:51:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1746, loss: 1.1746 2025-04-30 09:34:19,902 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:50:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1667, loss: 1.1667 2025-04-30 09:35:02,348 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:50:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 2025-04-30 09:35:44,739 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:49:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1852, loss: 1.1852 2025-04-30 09:35:47,878 - pyskl - INFO - Saving checkpoint at 134 epochs 2025-04-30 09:37:04,395 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 09:37:04,462 - pyskl - INFO - top1_acc 0.8876 top5_acc 0.9810 2025-04-30 09:37:04,465 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.8876, top5_acc: 0.9810 2025-04-30 09:38:09,367 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:48:42, time: 0.649, data_time: 0.222, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1502, loss: 1.1502 2025-04-30 09:38:51,950 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:47:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2309, loss: 1.2309 2025-04-30 09:39:34,434 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:47:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1317, loss: 1.1317 2025-04-30 09:40:16,815 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:46:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2158, loss: 1.2158 2025-04-30 09:40:59,246 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:45:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 2025-04-30 09:41:41,740 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:45:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 2025-04-30 09:42:24,250 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:44:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1743, loss: 1.1743 2025-04-30 09:43:06,719 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:43:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1843, loss: 1.1843 2025-04-30 09:43:49,151 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:42:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1801, loss: 1.1801 2025-04-30 09:44:31,631 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:42:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1857, loss: 1.1857 2025-04-30 09:45:14,047 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:41:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.1842, loss: 1.1842 2025-04-30 09:45:56,459 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:40:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1666, loss: 1.1666 2025-04-30 09:46:38,933 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:40:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1865, loss: 1.1865 2025-04-30 09:47:21,579 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:39:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1798, loss: 1.1798 2025-04-30 09:48:04,355 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 2025-04-30 09:48:47,032 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:37:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1158, loss: 1.1158 2025-04-30 09:49:29,611 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:37:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1581, loss: 1.1581 2025-04-30 09:50:12,165 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:36:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 2025-04-30 09:50:54,546 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:35:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1481, loss: 1.1481 2025-04-30 09:51:37,080 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:34:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1750, loss: 1.1750 2025-04-30 09:52:19,658 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:34:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2005, loss: 1.2005 2025-04-30 09:53:02,140 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:33:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1475, loss: 1.1475 2025-04-30 09:53:44,660 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:32:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1785, loss: 1.1785 2025-04-30 09:54:27,216 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:32:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1518, loss: 1.1518 2025-04-30 09:55:09,834 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:31:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 2025-04-30 09:55:12,967 - pyskl - INFO - Saving checkpoint at 135 epochs 2025-04-30 09:56:29,023 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 09:56:29,091 - pyskl - INFO - top1_acc 0.8872 top5_acc 0.9807 2025-04-30 09:56:29,094 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.8872, top5_acc: 0.9807 2025-04-30 09:57:33,831 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:30:37, time: 0.647, data_time: 0.224, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1557, loss: 1.1557 2025-04-30 09:58:16,226 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:29:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1559, loss: 1.1559 2025-04-30 09:58:58,580 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:29:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1486, loss: 1.1486 2025-04-30 09:59:40,941 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:28:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1687, loss: 1.1687 2025-04-30 10:00:23,312 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:27:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1631, loss: 1.1631 2025-04-30 10:01:05,658 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:27:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 2025-04-30 10:01:48,051 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:26:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1426, loss: 1.1426 2025-04-30 10:02:30,479 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:25:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1200, loss: 1.1200 2025-04-30 10:03:12,819 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:24:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 2025-04-30 10:03:55,207 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:24:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1617, loss: 1.1617 2025-04-30 10:04:37,706 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:23:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1897, loss: 1.1897 2025-04-30 10:05:20,071 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:22:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1725, loss: 1.1725 2025-04-30 10:06:02,614 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:21:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1296, loss: 1.1296 2025-04-30 10:06:45,202 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:21:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1397, loss: 1.1397 2025-04-30 10:07:27,853 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:20:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 2025-04-30 10:08:10,524 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:19:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 2025-04-30 10:08:52,938 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:19:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1620, loss: 1.1620 2025-04-30 10:09:35,339 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:18:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1940, loss: 1.1940 2025-04-30 10:10:17,738 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:17:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1591, loss: 1.1591 2025-04-30 10:11:00,102 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:16:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1285, loss: 1.1285 2025-04-30 10:11:42,547 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:16:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1806, loss: 1.1806 2025-04-30 10:12:25,046 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:15:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1251, loss: 1.1251 2025-04-30 10:13:07,460 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:14:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 2025-04-30 10:13:49,920 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:13:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1517, loss: 1.1517 2025-04-30 10:14:32,334 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:13:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1184, loss: 1.1184 2025-04-30 10:14:35,462 - pyskl - INFO - Saving checkpoint at 136 epochs 2025-04-30 10:15:51,993 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 10:15:52,061 - pyskl - INFO - top1_acc 0.8872 top5_acc 0.9809 2025-04-30 10:15:52,064 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.8872, top5_acc: 0.9809 2025-04-30 10:16:57,094 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:12:31, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1368, loss: 1.1368 2025-04-30 10:17:39,599 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:11:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1365, loss: 1.1365 2025-04-30 10:18:22,126 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:11:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1724, loss: 1.1724 2025-04-30 10:19:04,638 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:10:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1484, loss: 1.1484 2025-04-30 10:19:47,432 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:09:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 2025-04-30 10:20:30,121 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:08:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1468, loss: 1.1468 2025-04-30 10:21:12,462 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:08:11, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1149, loss: 1.1149 2025-04-30 10:21:55,031 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:07:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1619, loss: 1.1619 2025-04-30 10:22:37,410 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:06:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2124, loss: 1.2124 2025-04-30 10:23:19,936 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:06:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1696, loss: 1.1696 2025-04-30 10:24:02,368 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:05:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 2025-04-30 10:24:44,980 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:04:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 2025-04-30 10:25:27,571 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:03:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 2025-04-30 10:26:10,340 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:03:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 2025-04-30 10:26:53,161 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:02:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 2025-04-30 10:27:35,823 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:01:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2006, loss: 1.2006 2025-04-30 10:28:18,367 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:00:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1379, loss: 1.1379 2025-04-30 10:29:00,923 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:00:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 2025-04-30 10:29:43,450 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 3:59:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1709, loss: 1.1709 2025-04-30 10:30:25,886 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 3:58:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1349, loss: 1.1349 2025-04-30 10:31:08,215 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:58:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1228, loss: 1.1228 2025-04-30 10:31:50,590 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:57:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1313, loss: 1.1313 2025-04-30 10:32:32,935 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:56:37, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1438, loss: 1.1438 2025-04-30 10:33:15,420 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:55:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1575, loss: 1.1575 2025-04-30 10:33:58,010 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:55:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1791, loss: 1.1791 2025-04-30 10:34:01,149 - pyskl - INFO - Saving checkpoint at 137 epochs 2025-04-30 10:35:17,926 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 10:35:17,993 - pyskl - INFO - top1_acc 0.8906 top5_acc 0.9809 2025-04-30 10:35:18,046 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_133.pth was removed 2025-04-30 10:35:19,080 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. 2025-04-30 10:35:19,081 - pyskl - INFO - Best top1_acc is 0.8906 at 137 epoch. 2025-04-30 10:35:19,083 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8906, top5_acc: 0.9809 2025-04-30 10:36:24,115 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:54:26, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1471, loss: 1.1471 2025-04-30 10:37:06,632 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:53:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1104, loss: 1.1104 2025-04-30 10:37:48,983 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:52:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 2025-04-30 10:38:31,314 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:52:16, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 2025-04-30 10:39:13,632 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:51:33, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1447, loss: 1.1447 2025-04-30 10:39:56,033 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:50:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1533, loss: 1.1533 2025-04-30 10:40:38,490 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:50:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 2025-04-30 10:41:20,899 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:49:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1090, loss: 1.1090 2025-04-30 10:42:03,505 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:48:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1680, loss: 1.1680 2025-04-30 10:42:45,983 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:47:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 2025-04-30 10:43:28,547 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:47:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 2025-04-30 10:44:11,000 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:46:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1488, loss: 1.1488 2025-04-30 10:44:53,527 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:45:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1508, loss: 1.1508 2025-04-30 10:45:36,088 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:45:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0909, loss: 1.0909 2025-04-30 10:46:18,752 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:44:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1710, loss: 1.1710 2025-04-30 10:47:01,311 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:43:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1666, loss: 1.1666 2025-04-30 10:47:43,896 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:42:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1451, loss: 1.1451 2025-04-30 10:48:26,511 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:42:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1674, loss: 1.1674 2025-04-30 10:49:08,914 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:41:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1387, loss: 1.1387 2025-04-30 10:49:51,354 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:40:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 2025-04-30 10:50:33,818 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:39:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1052, loss: 1.1052 2025-04-30 10:51:16,265 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:39:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1343, loss: 1.1343 2025-04-30 10:51:58,682 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:38:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1442, loss: 1.1442 2025-04-30 10:52:41,099 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:37:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1507, loss: 1.1507 2025-04-30 10:53:23,546 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:37:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1201, loss: 1.1201 2025-04-30 10:53:26,699 - pyskl - INFO - Saving checkpoint at 138 epochs 2025-04-30 10:54:43,077 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 10:54:43,144 - pyskl - INFO - top1_acc 0.8906 top5_acc 0.9824 2025-04-30 10:54:43,147 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8906, top5_acc: 0.9824 2025-04-30 10:55:47,740 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:36:21, time: 0.646, data_time: 0.220, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1803, loss: 1.1803 2025-04-30 10:56:30,317 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:35:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1438, loss: 1.1438 2025-04-30 10:57:12,887 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:34:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1423, loss: 1.1423 2025-04-30 10:57:55,310 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:34:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1297, loss: 1.1297 2025-04-30 10:58:37,859 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:33:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1674, loss: 1.1674 2025-04-30 10:59:20,382 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:32:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1464, loss: 1.1464 2025-04-30 11:00:02,831 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:32:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1143, loss: 1.1143 2025-04-30 11:00:45,487 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:31:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1475, loss: 1.1475 2025-04-30 11:01:28,043 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:30:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1278, loss: 1.1278 2025-04-30 11:02:10,566 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:29:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1277, loss: 1.1277 2025-04-30 11:02:53,091 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:29:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1011, loss: 1.1011 2025-04-30 11:03:35,574 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:28:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 2025-04-30 11:04:18,192 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:27:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1346, loss: 1.1346 2025-04-30 11:05:00,779 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:26:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1339, loss: 1.1339 2025-04-30 11:05:43,383 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:26:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 2025-04-30 11:06:25,915 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:25:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1452, loss: 1.1452 2025-04-30 11:07:08,375 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:24:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1708, loss: 1.1708 2025-04-30 11:07:50,756 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:24:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1069, loss: 1.1069 2025-04-30 11:08:33,191 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:23:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0974, loss: 1.0974 2025-04-30 11:09:15,547 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:22:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 2025-04-30 11:09:57,888 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:21:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1326, loss: 1.1326 2025-04-30 11:10:40,348 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:21:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 2025-04-30 11:11:22,777 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:20:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 2025-04-30 11:12:05,163 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:19:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1287, loss: 1.1287 2025-04-30 11:12:47,622 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:19:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1186, loss: 1.1186 2025-04-30 11:12:50,710 - pyskl - INFO - Saving checkpoint at 139 epochs 2025-04-30 11:14:07,319 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 11:14:07,386 - pyskl - INFO - top1_acc 0.8916 top5_acc 0.9820 2025-04-30 11:14:07,436 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_137.pth was removed 2025-04-30 11:14:08,442 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2025-04-30 11:14:08,443 - pyskl - INFO - Best top1_acc is 0.8916 at 139 epoch. 2025-04-30 11:14:08,445 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.8916, top5_acc: 0.9820 2025-04-30 11:15:13,298 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:18:15, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1309, loss: 1.1309 2025-04-30 11:15:55,723 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:17:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 2025-04-30 11:16:38,122 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:16:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1076, loss: 1.1076 2025-04-30 11:17:20,631 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:16:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 2025-04-30 11:18:03,138 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:15:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 2025-04-30 11:18:45,583 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:14:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1216, loss: 1.1216 2025-04-30 11:19:28,131 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:13:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1234, loss: 1.1234 2025-04-30 11:20:10,584 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:13:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 2025-04-30 11:20:53,095 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:12:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 2025-04-30 11:21:35,823 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:11:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0896, loss: 1.0896 2025-04-30 11:22:18,360 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:11:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 2025-04-30 11:23:00,870 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:10:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 2025-04-30 11:23:43,422 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:09:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1038, loss: 1.1038 2025-04-30 11:24:25,991 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:08:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1446, loss: 1.1446 2025-04-30 11:25:08,690 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:08:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1290, loss: 1.1290 2025-04-30 11:25:51,359 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:07:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1055, loss: 1.1055 2025-04-30 11:26:33,981 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:06:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 2025-04-30 11:27:16,340 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:05:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1077, loss: 1.1077 2025-04-30 11:27:58,708 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:05:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1125, loss: 1.1125 2025-04-30 11:28:41,035 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:04:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1365, loss: 1.1365 2025-04-30 11:29:23,483 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:03:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1337, loss: 1.1337 2025-04-30 11:30:05,916 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:03:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 2025-04-30 11:30:48,483 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:02:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 2025-04-30 11:31:30,886 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:01:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1432, loss: 1.1432 2025-04-30 11:32:13,226 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:00:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 2025-04-30 11:32:16,331 - pyskl - INFO - Saving checkpoint at 140 epochs 2025-04-30 11:33:32,865 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 11:33:32,933 - pyskl - INFO - top1_acc 0.8903 top5_acc 0.9808 2025-04-30 11:33:32,935 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.8903, top5_acc: 0.9808 2025-04-30 11:34:37,610 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:00:10, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 2025-04-30 11:35:19,995 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 2:59:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1594, loss: 1.1594 2025-04-30 11:36:02,547 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:58:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 2025-04-30 11:36:44,977 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:58:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1082, loss: 1.1082 2025-04-30 11:37:27,263 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:57:16, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1118, loss: 1.1118 2025-04-30 11:38:09,770 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:56:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1329, loss: 1.1329 2025-04-30 11:38:52,350 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:55:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1268, loss: 1.1268 2025-04-30 11:39:35,167 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:55:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1057, loss: 1.1057 2025-04-30 11:40:17,838 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:54:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 2025-04-30 11:41:00,415 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:53:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1112, loss: 1.1112 2025-04-30 11:41:42,903 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:52:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1121, loss: 1.1121 2025-04-30 11:42:25,387 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:52:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0983, loss: 1.0983 2025-04-30 11:43:07,862 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:51:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 2025-04-30 11:43:50,354 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:50:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1384, loss: 1.1384 2025-04-30 11:44:32,972 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:50:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1157, loss: 1.1157 2025-04-30 11:45:15,439 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:49:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 2025-04-30 11:45:57,895 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:48:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1016, loss: 1.1016 2025-04-30 11:46:40,410 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:47:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1032, loss: 1.1032 2025-04-30 11:47:22,961 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:47:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0994, loss: 1.0994 2025-04-30 11:48:05,327 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:46:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1044, loss: 1.1044 2025-04-30 11:48:47,722 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:45:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 2025-04-30 11:49:30,135 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:44:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1459, loss: 1.1459 2025-04-30 11:50:12,812 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1615, loss: 1.1615 2025-04-30 11:50:55,368 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:43:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1266, loss: 1.1266 2025-04-30 11:51:37,767 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:42:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1256, loss: 1.1256 2025-04-30 11:51:40,837 - pyskl - INFO - Saving checkpoint at 141 epochs 2025-04-30 11:52:57,449 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 11:52:57,517 - pyskl - INFO - top1_acc 0.8948 top5_acc 0.9816 2025-04-30 11:52:57,573 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_139.pth was removed 2025-04-30 11:52:58,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. 2025-04-30 11:52:58,646 - pyskl - INFO - Best top1_acc is 0.8948 at 141 epoch. 2025-04-30 11:52:58,648 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.8948, top5_acc: 0.9816 2025-04-30 11:54:03,348 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:42:04, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 2025-04-30 11:54:45,750 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:41:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0990, loss: 1.0990 2025-04-30 11:55:28,095 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:40:38, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1433, loss: 1.1433 2025-04-30 11:56:10,640 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:39:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 2025-04-30 11:56:53,237 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:39:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1228, loss: 1.1228 2025-04-30 11:57:35,733 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:38:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1191, loss: 1.1191 2025-04-30 11:58:18,223 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:37:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1288, loss: 1.1288 2025-04-30 11:59:00,814 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:37:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1192, loss: 1.1192 2025-04-30 11:59:43,315 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:36:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1256, loss: 1.1256 2025-04-30 12:00:25,787 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:35:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0955, loss: 1.0955 2025-04-30 12:01:08,268 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:34:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 2025-04-30 12:01:50,711 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:34:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1003, loss: 1.1003 2025-04-30 12:02:33,233 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:33:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1422, loss: 1.1422 2025-04-30 12:03:15,744 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:32:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1348, loss: 1.1348 2025-04-30 12:03:58,239 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:31:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 2025-04-30 12:04:40,787 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:31:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1231, loss: 1.1231 2025-04-30 12:05:23,327 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:30:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0897, loss: 1.0897 2025-04-30 12:06:05,763 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:29:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 2025-04-30 12:06:48,204 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:29:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0899, loss: 1.0899 2025-04-30 12:07:30,910 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1259, loss: 1.1259 2025-04-30 12:08:13,319 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:27:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1118, loss: 1.1118 2025-04-30 12:08:55,901 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:26:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 2025-04-30 12:09:38,254 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:26:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1265, loss: 1.1265 2025-04-30 12:10:20,803 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:25:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0939, loss: 1.0939 2025-04-30 12:11:03,408 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:24:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 2025-04-30 12:11:06,466 - pyskl - INFO - Saving checkpoint at 142 epochs 2025-04-30 12:12:22,762 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 12:12:22,829 - pyskl - INFO - top1_acc 0.8890 top5_acc 0.9819 2025-04-30 12:12:22,832 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.8890, top5_acc: 0.9819 2025-04-30 12:13:27,667 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:23:59, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1070, loss: 1.1070 2025-04-30 12:14:10,207 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:23:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 2025-04-30 12:14:52,750 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:22:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 2025-04-30 12:15:35,368 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:21:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0880, loss: 1.0880 2025-04-30 12:16:17,895 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:21:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 2025-04-30 12:17:00,311 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:20:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 2025-04-30 12:17:42,891 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:19:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1025, loss: 1.1025 2025-04-30 12:18:25,333 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:18:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 2025-04-30 12:19:07,864 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:18:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 2025-04-30 12:19:50,353 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:17:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1287, loss: 1.1287 2025-04-30 12:20:32,904 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:16:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1143, loss: 1.1143 2025-04-30 12:21:15,502 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:16:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 2025-04-30 12:21:58,215 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:15:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0910, loss: 1.0910 2025-04-30 12:22:40,807 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:14:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1376, loss: 1.1376 2025-04-30 12:23:23,755 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:13:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 2025-04-30 12:24:06,433 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:13:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 2025-04-30 12:24:49,028 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:12:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1204, loss: 1.1204 2025-04-30 12:25:31,526 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:11:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1059, loss: 1.1059 2025-04-30 12:26:13,935 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:10:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1130, loss: 1.1130 2025-04-30 12:26:56,526 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:10:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1006, loss: 1.1006 2025-04-30 12:27:39,101 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:09:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 2025-04-30 12:28:21,621 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:08:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1573, loss: 1.1573 2025-04-30 12:29:04,131 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:08:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1127, loss: 1.1127 2025-04-30 12:29:46,658 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:07:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1199, loss: 1.1199 2025-04-30 12:30:29,221 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:06:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 2025-04-30 12:30:32,299 - pyskl - INFO - Saving checkpoint at 143 epochs 2025-04-30 12:31:48,668 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 12:31:48,736 - pyskl - INFO - top1_acc 0.8937 top5_acc 0.9817 2025-04-30 12:31:48,739 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8937, top5_acc: 0.9817 2025-04-30 12:32:53,535 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:05:54, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 2025-04-30 12:33:35,962 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:05:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0719, loss: 1.0719 2025-04-30 12:34:18,498 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:04:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 2025-04-30 12:35:00,969 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:03:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1161, loss: 1.1161 2025-04-30 12:35:43,474 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 2025-04-30 12:36:25,811 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:02:17, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 2025-04-30 12:37:08,131 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:01:34, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1132, loss: 1.1132 2025-04-30 12:37:50,555 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:00:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 2025-04-30 12:38:32,936 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 2025-04-30 12:39:15,307 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:59:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 2025-04-30 12:39:57,667 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:58:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 2025-04-30 12:40:39,995 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:57:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 2025-04-30 12:41:22,424 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:57:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 2025-04-30 12:42:04,905 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:56:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1194, loss: 1.1194 2025-04-30 12:42:47,555 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:55:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 2025-04-30 12:43:29,979 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1175, loss: 1.1175 2025-04-30 12:44:12,526 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:54:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0870, loss: 1.0870 2025-04-30 12:44:54,955 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:53:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 2025-04-30 12:45:37,381 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:52:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0844, loss: 1.0844 2025-04-30 12:46:19,824 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 2025-04-30 12:47:02,263 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:51:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 2025-04-30 12:47:44,748 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:50:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0834, loss: 1.0834 2025-04-30 12:48:27,155 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1147, loss: 1.1147 2025-04-30 12:49:09,610 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:49:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1323, loss: 1.1323 2025-04-30 12:49:52,022 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:48:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1198, loss: 1.1198 2025-04-30 12:49:55,089 - pyskl - INFO - Saving checkpoint at 144 epochs 2025-04-30 12:51:10,821 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 12:51:10,888 - pyskl - INFO - top1_acc 0.8937 top5_acc 0.9819 2025-04-30 12:51:10,891 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8937, top5_acc: 0.9819 2025-04-30 12:52:14,208 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:47:48, time: 0.633, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0660, loss: 1.0660 2025-04-30 12:52:56,593 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 2025-04-30 12:53:38,985 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:46:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 2025-04-30 12:54:21,434 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:45:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1062, loss: 1.1062 2025-04-30 12:55:03,798 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:44:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0413, loss: 1.0413 2025-04-30 12:55:46,183 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 2025-04-30 12:56:28,611 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:43:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 2025-04-30 12:57:10,971 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:42:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1433, loss: 1.1433 2025-04-30 12:57:53,359 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 2025-04-30 12:58:35,756 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:41:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0662, loss: 1.0662 2025-04-30 12:59:18,190 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:40:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 2025-04-30 13:00:00,601 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:39:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0688, loss: 1.0688 2025-04-30 13:00:43,098 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1134, loss: 1.1134 2025-04-30 13:01:25,664 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:38:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0879, loss: 1.0879 2025-04-30 13:02:08,347 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 2025-04-30 13:02:50,985 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:36:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0719, loss: 1.0719 2025-04-30 13:03:33,634 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 2025-04-30 13:04:16,302 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:35:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0528, loss: 1.0528 2025-04-30 13:04:58,807 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:34:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0822, loss: 1.0822 2025-04-30 13:05:41,271 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1229, loss: 1.1229 2025-04-30 13:06:23,699 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:33:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1014, loss: 1.1014 2025-04-30 13:07:06,236 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:32:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 2025-04-30 13:07:48,824 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:31:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0755, loss: 1.0755 2025-04-30 13:08:31,335 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0955, loss: 1.0955 2025-04-30 13:09:13,910 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:30:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0923, loss: 1.0923 2025-04-30 13:09:16,973 - pyskl - INFO - Saving checkpoint at 145 epochs 2025-04-30 13:10:32,497 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 13:10:32,564 - pyskl - INFO - top1_acc 0.8959 top5_acc 0.9817 2025-04-30 13:10:32,616 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_141.pth was removed 2025-04-30 13:10:33,661 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. 2025-04-30 13:10:33,662 - pyskl - INFO - Best top1_acc is 0.8959 at 145 epoch. 2025-04-30 13:10:33,665 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.8959, top5_acc: 0.9817 2025-04-30 13:11:37,007 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:29:43, time: 0.633, data_time: 0.209, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 2025-04-30 13:12:19,494 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:28:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 2025-04-30 13:13:02,065 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 2025-04-30 13:13:44,568 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:27:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1060, loss: 1.1060 2025-04-30 13:14:27,002 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:26:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0513, loss: 1.0513 2025-04-30 13:15:09,476 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0992, loss: 1.0992 2025-04-30 13:15:52,200 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:25:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0915, loss: 1.0915 2025-04-30 13:16:34,522 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:24:39, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0859, loss: 1.0859 2025-04-30 13:17:16,819 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:23:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 2025-04-30 13:17:59,175 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0849, loss: 1.0849 2025-04-30 13:18:41,504 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:22:29, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 2025-04-30 13:19:23,936 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:21:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1084, loss: 1.1084 2025-04-30 13:20:06,443 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 2025-04-30 13:20:48,969 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 2025-04-30 13:21:31,555 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:19:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1104, loss: 1.1104 2025-04-30 13:22:14,177 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:18:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 2025-04-30 13:22:56,756 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1122, loss: 1.1122 2025-04-30 13:23:39,363 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:17:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0982, loss: 1.0982 2025-04-30 13:24:21,886 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:16:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1041, loss: 1.1041 2025-04-30 13:25:04,357 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:15:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1015, loss: 1.1015 2025-04-30 13:25:46,830 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1049, loss: 1.1049 2025-04-30 13:26:29,212 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:14:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0766, loss: 1.0766 2025-04-30 13:27:11,558 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:13:49, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1081, loss: 1.1081 2025-04-30 13:27:53,939 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0986, loss: 1.0986 2025-04-30 13:28:36,338 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1163, loss: 1.1163 2025-04-30 13:28:39,328 - pyskl - INFO - Saving checkpoint at 146 epochs 2025-04-30 13:29:55,011 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 13:29:55,078 - pyskl - INFO - top1_acc 0.8937 top5_acc 0.9808 2025-04-30 13:29:55,081 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.8937, top5_acc: 0.9808 2025-04-30 13:30:58,191 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:11:37, time: 0.631, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 2025-04-30 13:31:40,544 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:10:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0451, loss: 1.0451 2025-04-30 13:32:22,847 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:11, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0933, loss: 1.0933 2025-04-30 13:33:05,138 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:27, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1212, loss: 1.1212 2025-04-30 13:33:47,487 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:08:44, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1176, loss: 1.1176 2025-04-30 13:34:29,786 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:01, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1364, loss: 1.1364 2025-04-30 13:35:12,150 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 2025-04-30 13:35:54,419 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:06:34, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0851, loss: 1.0851 2025-04-30 13:36:36,748 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:05:51, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1133, loss: 1.1133 2025-04-30 13:37:19,079 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:07, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0746, loss: 1.0746 2025-04-30 13:38:01,376 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:24, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 2025-04-30 13:38:43,728 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:03:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1095, loss: 1.1095 2025-04-30 13:39:26,181 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:02:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 2025-04-30 13:40:08,559 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0779, loss: 1.0779 2025-04-30 13:40:50,983 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1236, loss: 1.1236 2025-04-30 13:41:33,460 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:00:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0691, loss: 1.0691 2025-04-30 13:42:15,903 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1034, loss: 1.1034 2025-04-30 13:42:58,363 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 2025-04-30 13:43:40,746 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:58:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 2025-04-30 13:44:23,095 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:57:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 2025-04-30 13:45:05,473 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 2025-04-30 13:45:47,954 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 2025-04-30 13:46:30,514 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:55:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 2025-04-30 13:47:12,885 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0811, loss: 1.0811 2025-04-30 13:47:55,280 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 2025-04-30 13:47:58,270 - pyskl - INFO - Saving checkpoint at 147 epochs 2025-04-30 13:49:13,661 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 13:49:13,728 - pyskl - INFO - top1_acc 0.8946 top5_acc 0.9817 2025-04-30 13:49:13,731 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8946, top5_acc: 0.9817 2025-04-30 13:50:17,119 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:32, time: 0.634, data_time: 0.210, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1343, loss: 1.1343 2025-04-30 13:50:59,484 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:52:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 2025-04-30 13:51:41,831 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:05, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 2025-04-30 13:52:24,238 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 2025-04-30 13:53:06,643 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:50:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 2025-04-30 13:53:49,075 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:49:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1138, loss: 1.1138 2025-04-30 13:54:31,484 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 2025-04-30 13:55:13,779 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:29, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0747, loss: 1.0747 2025-04-30 13:55:56,263 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:47:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0983, loss: 1.0983 2025-04-30 13:56:38,731 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1337, loss: 1.1337 2025-04-30 13:57:21,192 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0904, loss: 1.0904 2025-04-30 13:58:03,643 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 2025-04-30 13:58:46,062 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:44:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0981, loss: 1.0981 2025-04-30 13:59:28,720 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1149, loss: 1.1149 2025-04-30 14:00:11,251 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0798, loss: 1.0798 2025-04-30 14:00:53,687 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:42:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 2025-04-30 14:01:36,088 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:41:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0593, loss: 1.0593 2025-04-30 14:02:18,458 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1013, loss: 1.1013 2025-04-30 14:03:00,488 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:32, time: 0.420, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1162, loss: 1.1162 2025-04-30 14:03:42,858 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:39:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0721, loss: 1.0721 2025-04-30 14:04:25,177 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:06, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1092, loss: 1.1092 2025-04-30 14:05:07,548 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0425, loss: 1.0425 2025-04-30 14:05:49,880 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:39, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0631, loss: 1.0631 2025-04-30 14:06:32,284 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:36:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 2025-04-30 14:07:14,628 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1014, loss: 1.1014 2025-04-30 14:07:17,571 - pyskl - INFO - Saving checkpoint at 148 epochs 2025-04-30 14:08:33,347 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 14:08:33,413 - pyskl - INFO - top1_acc 0.8951 top5_acc 0.9815 2025-04-30 14:08:33,416 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8951, top5_acc: 0.9815 2025-04-30 14:09:36,734 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:27, time: 0.633, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 2025-04-30 14:10:19,146 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1129, loss: 1.1129 2025-04-30 14:11:01,675 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1058, loss: 1.1058 2025-04-30 14:11:44,176 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1072, loss: 1.1072 2025-04-30 14:12:26,681 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0692, loss: 1.0692 2025-04-30 14:13:09,147 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:31:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0977, loss: 1.0977 2025-04-30 14:13:51,559 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 2025-04-30 14:14:33,982 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0995, loss: 1.0995 2025-04-30 14:15:16,421 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 2025-04-30 14:15:58,802 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:28:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 2025-04-30 14:16:41,240 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 2025-04-30 14:17:23,698 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 2025-04-30 14:18:06,187 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0900, loss: 1.0900 2025-04-30 14:18:48,792 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 2025-04-30 14:19:31,372 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 2025-04-30 14:20:14,220 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 2025-04-30 14:20:56,740 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:23:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0958, loss: 1.0958 2025-04-30 14:21:39,292 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1133, loss: 1.1133 2025-04-30 14:22:21,762 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 2025-04-30 14:23:04,295 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1054, loss: 1.1054 2025-04-30 14:23:46,703 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 2025-04-30 14:24:29,098 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0634, loss: 1.0634 2025-04-30 14:25:11,441 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:34, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0575, loss: 1.0575 2025-04-30 14:25:53,837 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1173, loss: 1.1173 2025-04-30 14:26:36,248 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 2025-04-30 14:26:39,246 - pyskl - INFO - Saving checkpoint at 149 epochs 2025-04-30 14:27:55,107 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 14:27:55,175 - pyskl - INFO - top1_acc 0.8943 top5_acc 0.9818 2025-04-30 14:27:55,178 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.8943, top5_acc: 0.9818 2025-04-30 14:28:58,473 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:21, time: 0.633, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 2025-04-30 14:29:41,295 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0524, loss: 1.0524 2025-04-30 14:30:23,848 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:15:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 2025-04-30 14:31:06,297 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 2025-04-30 14:31:48,719 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0969, loss: 1.0969 2025-04-30 14:32:31,079 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0594, loss: 1.0594 2025-04-30 14:33:13,516 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0595, loss: 1.0595 2025-04-30 14:33:55,865 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:18, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1086, loss: 1.1086 2025-04-30 14:34:38,303 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0990, loss: 1.0990 2025-04-30 14:35:20,770 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.1053, loss: 1.1053 2025-04-30 14:36:03,180 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1301, loss: 1.1301 2025-04-30 14:36:45,509 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:25, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0628, loss: 1.0628 2025-04-30 14:37:27,954 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1118, loss: 1.1118 2025-04-30 14:38:10,588 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:07:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0979, loss: 1.0979 2025-04-30 14:38:53,090 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0979, loss: 1.0979 2025-04-30 14:39:35,753 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0792, loss: 1.0792 2025-04-30 14:40:18,319 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0920, loss: 1.0920 2025-04-30 14:41:00,775 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 2025-04-30 14:41:43,316 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1122, loss: 1.1122 2025-04-30 14:42:25,716 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0782, loss: 1.0782 2025-04-30 14:43:08,222 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1056, loss: 1.1056 2025-04-30 14:43:50,543 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 2025-04-30 14:44:33,027 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 2025-04-30 14:45:15,350 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:45, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1119, loss: 1.1119 2025-04-30 14:45:57,698 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 2025-04-30 14:46:00,789 - pyskl - INFO - Saving checkpoint at 150 epochs 2025-04-30 14:47:16,449 - pyskl - INFO - Evaluating top_k_accuracy ... 2025-04-30 14:47:16,517 - pyskl - INFO - top1_acc 0.8878 top5_acc 0.9803 2025-04-30 14:47:16,519 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.8878, top5_acc: 0.9803 2025-04-30 14:47:24,584 - pyskl - INFO - 16487 videos remain after valid thresholding 2025-04-30 14:56:42,405 - pyskl - INFO - Testing results of the last checkpoint 2025-04-30 14:56:42,405 - pyskl - INFO - top1_acc: 0.8946 2025-04-30 14:56:42,406 - pyskl - INFO - top5_acc: 0.9816 2025-04-30 14:56:42,406 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/km/best_top1_acc_epoch_145.pth 2025-04-30 15:06:01,377 - pyskl - INFO - Testing results of the best checkpoint 2025-04-30 15:06:01,377 - pyskl - INFO - top1_acc: 0.9011 2025-04-30 15:06:01,377 - pyskl - INFO - top5_acc: 0.9824