diff --git "a/ntu60_xsub/b_2/20250525_201821.log" "b/ntu60_xsub/b_2/20250525_201821.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/b_2/20250525_201821.log" @@ -0,0 +1,4964 @@ +2025-05-25 20:18:21,315 - 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+ +------------------------------------------------------------ + +2025-05-25 20:18:21,629 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/b_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + 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/b_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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) + +2025-05-25 20:18:21,630 - pyskl - INFO - Set random seed to 482853196, deterministic: False +2025-05-25 20:18:31,215 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-25 20:18:36,693 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-25 20:18:36,718 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2 +2025-05-25 20:18:36,718 - 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 + -------------------- +2025-05-25 20:18:36,718 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-25 20:18:36,718 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2 by HardDiskBackend. +2025-05-25 20:19:41,823 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:57:31, time: 0.651, data_time: 0.215, memory: 13125, top1_acc: 0.0369, top5_acc: 0.1512, loss_cls: 10.2047, loss: 10.2047 +2025-05-25 20:20:24,841 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 8:25:01, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0425, top5_acc: 0.1706, loss_cls: 8.9772, loss: 8.9772 +2025-05-25 20:21:07,899 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:34:32, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0462, top5_acc: 0.1981, loss_cls: 8.8579, loss: 8.8579 +2025-05-25 20:21:51,010 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:39:47, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0762, top5_acc: 0.3056, loss_cls: 8.5260, loss: 8.5260 +2025-05-25 20:22:34,184 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:31:25, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0819, top5_acc: 0.3456, loss_cls: 8.2994, loss: 8.2994 +2025-05-25 20:23:17,224 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:44:12, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1094, top5_acc: 0.3831, loss_cls: 8.1519, loss: 8.1519 +2025-05-25 20:24:00,186 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 2 days, 0:09:35, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1025, top5_acc: 0.4119, loss_cls: 7.9644, loss: 7.9644 +2025-05-25 20:24:43,147 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:43:26, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1181, top5_acc: 0.4344, loss_cls: 7.8497, loss: 7.8497 +2025-05-25 20:25:26,133 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:23:06, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1225, top5_acc: 0.4400, loss_cls: 7.7676, loss: 7.7676 +2025-05-25 20:26:09,045 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 23:06:14, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1431, top5_acc: 0.4669, loss_cls: 7.7165, loss: 7.7165 +2025-05-25 20:26:51,986 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:52:28, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1588, top5_acc: 0.5169, loss_cls: 7.4953, loss: 7.4953 +2025-05-25 20:27:35,018 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:41:21, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1450, top5_acc: 0.5156, loss_cls: 7.5204, loss: 7.5204 +2025-05-25 20:28:18,035 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:31:46, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1456, top5_acc: 0.5162, loss_cls: 7.3869, loss: 7.3869 +2025-05-25 20:29:01,054 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:23:27, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1688, top5_acc: 0.5444, loss_cls: 7.4719, loss: 7.4719 +2025-05-25 20:29:44,092 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:16:14, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1862, top5_acc: 0.5919, loss_cls: 7.2224, loss: 7.2224 +2025-05-25 20:30:27,114 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 22:09:46, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1531, top5_acc: 0.5700, loss_cls: 7.3317, loss: 7.3317 +2025-05-25 20:31:10,073 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 22:03:44, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1862, top5_acc: 0.5850, loss_cls: 7.2475, loss: 7.2475 +2025-05-25 20:31:53,153 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:58:43, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1988, top5_acc: 0.5856, loss_cls: 7.2115, loss: 7.2115 +2025-05-25 20:32:36,235 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:54:10, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2006, top5_acc: 0.5962, loss_cls: 7.2172, loss: 7.2172 +2025-05-25 20:33:19,304 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:49:57, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2069, top5_acc: 0.6000, loss_cls: 7.1307, loss: 7.1307 +2025-05-25 20:34:02,378 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:46:05, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2200, top5_acc: 0.6594, loss_cls: 6.9999, loss: 6.9999 +2025-05-25 20:34:45,393 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:42:20, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2531, top5_acc: 0.6825, loss_cls: 6.8184, loss: 6.8184 +2025-05-25 20:35:28,438 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:38:56, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2475, top5_acc: 0.6781, loss_cls: 6.8924, loss: 6.8924 +2025-05-25 20:36:11,415 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:35:35, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2469, top5_acc: 0.7025, loss_cls: 6.7875, loss: 6.7875 +2025-05-25 20:36:54,479 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:32:39, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2750, top5_acc: 0.7050, loss_cls: 6.6716, loss: 6.6716 +2025-05-25 20:36:57,597 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-25 20:38:14,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:38:14,356 - pyskl - INFO - +top1_acc 0.2696 +top5_acc 0.7037 +2025-05-25 20:38:15,438 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-25 20:38:15,439 - pyskl - INFO - Best top1_acc is 0.2696 at 1 epoch. +2025-05-25 20:38:15,441 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.2696, top5_acc: 0.7037 +2025-05-25 20:39:20,829 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:16:51, time: 0.654, data_time: 0.223, memory: 13126, top1_acc: 0.2950, top5_acc: 0.7306, loss_cls: 6.5692, loss: 6.5692 +2025-05-25 20:40:04,214 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:13:14, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.2825, top5_acc: 0.7219, loss_cls: 6.6284, loss: 6.6284 +2025-05-25 20:40:47,401 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 22:09:24, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.2994, top5_acc: 0.7538, loss_cls: 6.4638, loss: 6.4638 +2025-05-25 20:41:30,480 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 22:05:32, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3356, top5_acc: 0.7831, loss_cls: 6.3472, loss: 6.3472 +2025-05-25 20:42:13,434 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 22:01:37, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3581, top5_acc: 0.7837, loss_cls: 6.2741, loss: 6.2741 +2025-05-25 20:42:56,502 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:58:09, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3563, top5_acc: 0.8063, loss_cls: 6.1600, loss: 6.1600 +2025-05-25 20:43:39,517 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:54:44, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3713, top5_acc: 0.8106, loss_cls: 6.1803, loss: 6.1803 +2025-05-25 20:44:22,480 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:51:24, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3937, top5_acc: 0.8069, loss_cls: 6.0124, loss: 6.0124 +2025-05-25 20:45:05,458 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:48:14, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4275, top5_acc: 0.8387, loss_cls: 5.9372, loss: 5.9372 +2025-05-25 20:45:48,421 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:45:11, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4194, top5_acc: 0.8306, loss_cls: 5.9694, loss: 5.9694 +2025-05-25 20:46:31,333 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:42:11, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4319, top5_acc: 0.8419, loss_cls: 5.8463, loss: 5.8463 +2025-05-25 20:47:14,309 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:39:24, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4300, top5_acc: 0.8369, loss_cls: 5.7713, loss: 5.7713 +2025-05-25 20:47:57,204 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:36:36, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4469, top5_acc: 0.8531, loss_cls: 5.6618, loss: 5.6618 +2025-05-25 20:48:40,164 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:34:01, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4587, top5_acc: 0.8538, loss_cls: 5.6194, loss: 5.6194 +2025-05-25 20:49:23,115 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:31:30, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4713, top5_acc: 0.8600, loss_cls: 5.6429, loss: 5.6429 +2025-05-25 20:50:06,018 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:29:00, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4756, top5_acc: 0.8675, loss_cls: 5.4853, loss: 5.4853 +2025-05-25 20:50:48,975 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:26:41, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5019, top5_acc: 0.8750, loss_cls: 5.4944, loss: 5.4944 +2025-05-25 20:51:31,888 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:24:21, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5094, top5_acc: 0.8681, loss_cls: 5.4679, loss: 5.4679 +2025-05-25 20:52:14,820 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:22:08, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5119, top5_acc: 0.8744, loss_cls: 5.4220, loss: 5.4220 +2025-05-25 20:52:57,771 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:20:01, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5056, top5_acc: 0.8925, loss_cls: 5.3649, loss: 5.3649 +2025-05-25 20:53:40,736 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:17:58, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5413, top5_acc: 0.8950, loss_cls: 5.2358, loss: 5.2358 +2025-05-25 20:54:23,688 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:15:57, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5300, top5_acc: 0.8988, loss_cls: 5.1555, loss: 5.1555 +2025-05-25 20:55:06,644 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:14:01, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5381, top5_acc: 0.8925, loss_cls: 5.2608, loss: 5.2608 +2025-05-25 20:55:49,563 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 21:12:04, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5619, top5_acc: 0.9062, loss_cls: 5.0109, loss: 5.0109 +2025-05-25 20:56:32,580 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 21:10:17, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5594, top5_acc: 0.9038, loss_cls: 5.0673, loss: 5.0673 +2025-05-25 20:56:35,705 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-25 20:57:52,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:57:52,982 - pyskl - INFO - +top1_acc 0.5529 +top5_acc 0.8879 +2025-05-25 20:57:53,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_1.pth was removed +2025-05-25 20:57:54,104 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-25 20:57:54,105 - pyskl - INFO - Best top1_acc is 0.5529 at 2 epoch. +2025-05-25 20:57:54,107 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5529, top5_acc: 0.8879 +2025-05-25 20:58:58,889 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:31:38, time: 0.648, data_time: 0.217, memory: 13127, top1_acc: 0.5687, top5_acc: 0.9006, loss_cls: 5.1639, loss: 5.1639 +2025-05-25 20:59:42,142 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:29:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5613, top5_acc: 0.9075, loss_cls: 5.0565, loss: 5.0565 +2025-05-25 21:00:25,222 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:27:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5806, top5_acc: 0.9081, loss_cls: 4.9288, loss: 4.9288 +2025-05-25 21:01:08,220 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:25:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5825, top5_acc: 0.9206, loss_cls: 4.8154, loss: 4.8154 +2025-05-25 21:01:51,215 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:23:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6088, top5_acc: 0.9106, loss_cls: 4.8876, loss: 4.8876 +2025-05-25 21:02:34,173 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:21:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9206, loss_cls: 4.7434, loss: 4.7434 +2025-05-25 21:03:17,159 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:19:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6000, top5_acc: 0.9181, loss_cls: 4.8535, loss: 4.8535 +2025-05-25 21:04:00,144 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:17:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5850, top5_acc: 0.9106, loss_cls: 4.7772, loss: 4.7772 +2025-05-25 21:04:43,222 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:16:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9163, loss_cls: 4.7701, loss: 4.7701 +2025-05-25 21:05:26,239 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:14:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6494, top5_acc: 0.9363, loss_cls: 4.6553, loss: 4.6553 +2025-05-25 21:06:09,414 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:12:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6069, top5_acc: 0.9187, loss_cls: 4.8068, loss: 4.8068 +2025-05-25 21:06:52,449 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 21:10:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6244, top5_acc: 0.9131, loss_cls: 4.7352, loss: 4.7352 +2025-05-25 21:07:35,455 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 21:09:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6344, top5_acc: 0.9300, loss_cls: 4.7261, loss: 4.7261 +2025-05-25 21:08:18,342 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 21:07:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9269, loss_cls: 4.5797, loss: 4.5797 +2025-05-25 21:09:01,207 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 21:05:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6375, top5_acc: 0.9287, loss_cls: 4.5433, loss: 4.5433 +2025-05-25 21:09:44,161 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 21:04:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9331, loss_cls: 4.5446, loss: 4.5446 +2025-05-25 21:10:27,186 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 21:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6381, top5_acc: 0.9263, loss_cls: 4.5566, loss: 4.5566 +2025-05-25 21:11:10,230 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 21:00:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9331, loss_cls: 4.5665, loss: 4.5665 +2025-05-25 21:11:53,206 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:59:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6438, top5_acc: 0.9300, loss_cls: 4.4812, loss: 4.4812 +2025-05-25 21:12:36,127 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:57:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9381, loss_cls: 4.5026, loss: 4.5026 +2025-05-25 21:13:19,089 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:56:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9319, loss_cls: 4.5223, loss: 4.5223 +2025-05-25 21:14:02,142 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:54:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9350, loss_cls: 4.5299, loss: 4.5299 +2025-05-25 21:14:45,104 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:53:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9375, loss_cls: 4.2842, loss: 4.2842 +2025-05-25 21:15:27,984 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:51:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9375, loss_cls: 4.5408, loss: 4.5408 +2025-05-25 21:16:11,041 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:50:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9400, loss_cls: 4.3243, loss: 4.3243 +2025-05-25 21:16:14,125 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-25 21:17:30,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:17:30,961 - pyskl - INFO - +top1_acc 0.6760 +top5_acc 0.9338 +2025-05-25 21:17:31,015 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_2.pth was removed +2025-05-25 21:17:32,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-25 21:17:32,032 - pyskl - INFO - Best top1_acc is 0.6760 at 3 epoch. +2025-05-25 21:17:32,034 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6760, top5_acc: 0.9338 +2025-05-25 21:18:36,561 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 21:04:16, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9413, loss_cls: 4.2998, loss: 4.2998 +2025-05-25 21:19:19,766 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 21:02:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9294, loss_cls: 4.4073, loss: 4.4073 +2025-05-25 21:20:03,143 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 21:01:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9369, loss_cls: 4.4201, loss: 4.4201 +2025-05-25 21:20:46,423 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 21:00:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9406, loss_cls: 4.3212, loss: 4.3212 +2025-05-25 21:21:29,556 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:58:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9463, loss_cls: 4.1770, loss: 4.1770 +2025-05-25 21:22:12,714 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:57:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9500, loss_cls: 4.2153, loss: 4.2153 +2025-05-25 21:22:55,822 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:56:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 4.2309, loss: 4.2309 +2025-05-25 21:23:38,908 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:54:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7013, top5_acc: 0.9437, loss_cls: 4.1617, loss: 4.1617 +2025-05-25 21:24:22,068 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:53:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6794, top5_acc: 0.9456, loss_cls: 4.2252, loss: 4.2252 +2025-05-25 21:25:05,090 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:51:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9406, loss_cls: 4.2849, loss: 4.2849 +2025-05-25 21:25:48,250 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:50:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9431, loss_cls: 4.1600, loss: 4.1600 +2025-05-25 21:26:31,441 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:49:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9456, loss_cls: 4.1496, loss: 4.1496 +2025-05-25 21:27:14,655 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:48:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9437, loss_cls: 4.1150, loss: 4.1150 +2025-05-25 21:27:57,713 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9525, loss_cls: 4.1848, loss: 4.1848 +2025-05-25 21:28:40,791 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:45:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9475, loss_cls: 4.1897, loss: 4.1897 +2025-05-25 21:29:24,027 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9519, loss_cls: 4.1756, loss: 4.1756 +2025-05-25 21:30:07,150 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:43:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9550, loss_cls: 4.0818, loss: 4.0818 +2025-05-25 21:30:50,231 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:41:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9375, loss_cls: 4.0979, loss: 4.0979 +2025-05-25 21:31:33,428 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:40:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9500, loss_cls: 4.1696, loss: 4.1696 +2025-05-25 21:32:16,654 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:39:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7100, top5_acc: 0.9556, loss_cls: 4.0379, loss: 4.0379 +2025-05-25 21:32:59,635 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:38:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 4.0728, loss: 4.0728 +2025-05-25 21:33:42,655 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:36:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6887, top5_acc: 0.9400, loss_cls: 4.1734, loss: 4.1734 +2025-05-25 21:34:25,697 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9525, loss_cls: 3.9134, loss: 3.9134 +2025-05-25 21:35:08,780 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:34:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9550, loss_cls: 4.0140, loss: 4.0140 +2025-05-25 21:35:51,774 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:33:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9519, loss_cls: 4.0375, loss: 4.0375 +2025-05-25 21:35:54,886 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-25 21:37:12,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:37:12,109 - pyskl - INFO - +top1_acc 0.7166 +top5_acc 0.9523 +2025-05-25 21:37:12,161 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_3.pth was removed +2025-05-25 21:37:13,149 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-25 21:37:13,150 - pyskl - INFO - Best top1_acc is 0.7166 at 4 epoch. +2025-05-25 21:37:13,152 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.7166, top5_acc: 0.9523 +2025-05-25 21:38:18,201 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:43:33, time: 0.650, data_time: 0.219, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9525, loss_cls: 4.0062, loss: 4.0062 +2025-05-25 21:39:01,372 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:42:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7269, top5_acc: 0.9550, loss_cls: 3.9329, loss: 3.9329 +2025-05-25 21:39:44,759 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:41:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9550, loss_cls: 3.8480, loss: 3.8480 +2025-05-25 21:40:28,006 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:40:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9525, loss_cls: 4.0322, loss: 4.0322 +2025-05-25 21:41:11,230 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:38:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 3.8761, loss: 3.8761 +2025-05-25 21:41:54,284 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:37:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9625, loss_cls: 3.8431, loss: 3.8431 +2025-05-25 21:42:37,343 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:36:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 3.8874, loss: 3.8874 +2025-05-25 21:43:20,471 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:35:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9631, loss_cls: 3.8579, loss: 3.8579 +2025-05-25 21:44:03,542 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:33:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 3.8608, loss: 3.8608 +2025-05-25 21:44:46,682 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:32:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9500, loss_cls: 3.9632, loss: 3.9632 +2025-05-25 21:45:29,644 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:31:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9519, loss_cls: 3.8712, loss: 3.8712 +2025-05-25 21:46:12,673 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:30:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 3.8496, loss: 3.8496 +2025-05-25 21:46:55,627 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:28:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 3.9255, loss: 3.9255 +2025-05-25 21:47:38,547 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:27:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9631, loss_cls: 3.7868, loss: 3.7868 +2025-05-25 21:48:21,359 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:26:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9525, loss_cls: 3.9946, loss: 3.9946 +2025-05-25 21:49:04,308 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:25:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9537, loss_cls: 3.9866, loss: 3.9866 +2025-05-25 21:49:47,224 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:23:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9537, loss_cls: 3.9064, loss: 3.9064 +2025-05-25 21:50:30,429 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:22:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9650, loss_cls: 3.7914, loss: 3.7914 +2025-05-25 21:51:13,335 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:21:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9613, loss_cls: 3.7870, loss: 3.7870 +2025-05-25 21:51:56,404 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:20:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 3.8787, loss: 3.8787 +2025-05-25 21:52:39,298 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:19:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9581, loss_cls: 3.7775, loss: 3.7775 +2025-05-25 21:53:22,342 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:18:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9613, loss_cls: 3.7007, loss: 3.7007 +2025-05-25 21:54:05,347 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:16:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9644, loss_cls: 3.7326, loss: 3.7326 +2025-05-25 21:54:48,274 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 20:15:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9513, loss_cls: 3.9590, loss: 3.9590 +2025-05-25 21:55:31,241 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 20:14:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 3.8917, loss: 3.8917 +2025-05-25 21:55:34,354 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-25 22:04:38,230 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:04:38,301 - pyskl - INFO - +top1_acc 0.6772 +top5_acc 0.9433 +2025-05-25 22:04:38,303 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6772, top5_acc: 0.9433 +2025-05-25 22:05:43,179 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:22:39, time: 0.649, data_time: 0.217, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9650, loss_cls: 3.8164, loss: 3.8164 +2025-05-25 22:06:26,206 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:21:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9656, loss_cls: 3.7764, loss: 3.7764 +2025-05-25 22:07:09,183 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:20:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 3.7022, loss: 3.7022 +2025-05-25 22:07:52,330 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:19:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 3.8584, loss: 3.8584 +2025-05-25 22:08:35,541 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:18:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9594, loss_cls: 3.8402, loss: 3.8402 +2025-05-25 22:09:18,592 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:16:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 3.8028, loss: 3.8028 +2025-05-25 22:10:01,672 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 20:15:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9681, loss_cls: 3.7511, loss: 3.7511 +2025-05-25 22:10:44,666 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 20:14:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.6832, loss: 3.6832 +2025-05-25 22:11:27,654 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 20:13:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 3.8357, loss: 3.8357 +2025-05-25 22:12:10,600 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 20:12:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9637, loss_cls: 3.6890, loss: 3.6890 +2025-05-25 22:12:53,698 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 20:11:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9637, loss_cls: 3.7355, loss: 3.7355 +2025-05-25 22:13:37,028 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 20:10:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 3.7333, loss: 3.7333 +2025-05-25 22:14:20,132 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 20:09:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9575, loss_cls: 3.8048, loss: 3.8048 +2025-05-25 22:15:03,304 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 20:08:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9581, loss_cls: 3.9274, loss: 3.9274 +2025-05-25 22:15:46,279 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 20:06:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 3.7460, loss: 3.7460 +2025-05-25 22:16:29,271 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 20:05:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9625, loss_cls: 3.7778, loss: 3.7778 +2025-05-25 22:17:12,331 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 20:04:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 3.6505, loss: 3.6505 +2025-05-25 22:17:55,301 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 20:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9563, loss_cls: 3.7975, loss: 3.7975 +2025-05-25 22:18:38,327 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 20:02:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 3.6261, loss: 3.6261 +2025-05-25 22:19:21,297 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 20:01:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 3.7546, loss: 3.7546 +2025-05-25 22:20:04,220 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 20:00:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.6410, loss: 3.6410 +2025-05-25 22:20:47,160 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:59:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 3.6751, loss: 3.6751 +2025-05-25 22:21:30,042 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:58:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.7537, loss: 3.7537 +2025-05-25 22:22:12,942 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:57:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 3.5720, loss: 3.5720 +2025-05-25 22:22:56,017 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:56:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9725, loss_cls: 3.6411, loss: 3.6411 +2025-05-25 22:22:59,112 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-25 22:24:15,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:24:15,521 - pyskl - INFO - +top1_acc 0.7472 +top5_acc 0.9526 +2025-05-25 22:24:15,572 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_4.pth was removed +2025-05-25 22:24:16,563 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-25 22:24:16,564 - pyskl - INFO - Best top1_acc is 0.7472 at 6 epoch. +2025-05-25 22:24:16,566 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7472, top5_acc: 0.9526 +2025-05-25 22:25:20,546 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 20:02:11, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 3.6878, loss: 3.6878 +2025-05-25 22:26:03,437 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 20:01:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.6666, loss: 3.6666 +2025-05-25 22:26:46,764 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 20:00:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 3.5756, loss: 3.5756 +2025-05-25 22:27:29,950 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:59:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.6477, loss: 3.6477 +2025-05-25 22:28:13,068 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 3.5304, loss: 3.5304 +2025-05-25 22:28:56,118 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:56:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9675, loss_cls: 3.6363, loss: 3.6363 +2025-05-25 22:29:39,148 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:55:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.6014, loss: 3.6014 +2025-05-25 22:30:22,168 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:54:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.5743, loss: 3.5743 +2025-05-25 22:31:05,190 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:53:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.5318, loss: 3.5318 +2025-05-25 22:31:48,256 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:52:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9775, loss_cls: 3.5862, loss: 3.5862 +2025-05-25 22:32:31,378 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:51:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9719, loss_cls: 3.6130, loss: 3.6130 +2025-05-25 22:33:14,464 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:50:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9725, loss_cls: 3.4790, loss: 3.4790 +2025-05-25 22:33:57,541 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:49:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9663, loss_cls: 3.7175, loss: 3.7175 +2025-05-25 22:34:40,627 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:48:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.6384, loss: 3.6384 +2025-05-25 22:35:23,837 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:47:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.5482, loss: 3.5482 +2025-05-25 22:36:06,917 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:46:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 3.7007, loss: 3.7007 +2025-05-25 22:36:50,001 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:45:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.5551, loss: 3.5551 +2025-05-25 22:37:33,053 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:44:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.7446, loss: 3.7446 +2025-05-25 22:38:16,114 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:43:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.5801, loss: 3.5801 +2025-05-25 22:38:59,183 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:42:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.4978, loss: 3.4978 +2025-05-25 22:39:42,245 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:41:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9694, loss_cls: 3.6091, loss: 3.6091 +2025-05-25 22:40:25,285 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:40:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 3.5321, loss: 3.5321 +2025-05-25 22:41:08,360 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:39:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9700, loss_cls: 3.5277, loss: 3.5277 +2025-05-25 22:41:51,410 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:38:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.4902, loss: 3.4902 +2025-05-25 22:42:34,435 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:37:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.4734, loss: 3.4734 +2025-05-25 22:42:37,496 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-25 22:43:53,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:43:53,997 - pyskl - INFO - +top1_acc 0.7741 +top5_acc 0.9600 +2025-05-25 22:43:54,051 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_6.pth was removed +2025-05-25 22:43:55,055 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-25 22:43:55,056 - pyskl - INFO - Best top1_acc is 0.7741 at 7 epoch. +2025-05-25 22:43:55,058 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7741, top5_acc: 0.9600 +2025-05-25 22:44:59,015 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:42:41, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.5750, loss: 3.5750 +2025-05-25 22:45:42,062 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:41:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9712, loss_cls: 3.5034, loss: 3.5034 +2025-05-25 22:46:25,105 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:40:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.6197, loss: 3.6197 +2025-05-25 22:47:08,472 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:39:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9731, loss_cls: 3.4991, loss: 3.4991 +2025-05-25 22:47:51,866 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:38:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9712, loss_cls: 3.4244, loss: 3.4244 +2025-05-25 22:48:34,970 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:37:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.3306, loss: 3.3306 +2025-05-25 22:49:17,991 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:36:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.5374, loss: 3.5374 +2025-05-25 22:50:01,034 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:35:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.5640, loss: 3.5640 +2025-05-25 22:50:44,057 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:34:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.4906, loss: 3.4906 +2025-05-25 22:51:27,070 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:33:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 3.3973, loss: 3.3973 +2025-05-25 22:52:10,094 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:32:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 3.5405, loss: 3.5405 +2025-05-25 22:52:53,096 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:31:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.3470, loss: 3.3470 +2025-05-25 22:53:36,092 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.4798, loss: 3.4798 +2025-05-25 22:54:19,106 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:29:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.5568, loss: 3.5568 +2025-05-25 22:55:02,022 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:28:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.2894, loss: 3.2894 +2025-05-25 22:55:44,926 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:27:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.4227, loss: 3.4227 +2025-05-25 22:56:27,871 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:26:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9738, loss_cls: 3.4313, loss: 3.4313 +2025-05-25 22:57:10,798 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:25:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9775, loss_cls: 3.3959, loss: 3.3959 +2025-05-25 22:57:53,785 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:24:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.4098, loss: 3.4098 +2025-05-25 22:58:36,809 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:23:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.4548, loss: 3.4548 +2025-05-25 22:59:19,839 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:22:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9756, loss_cls: 3.4819, loss: 3.4819 +2025-05-25 23:00:02,778 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:21:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.4317, loss: 3.4317 +2025-05-25 23:00:46,272 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:20:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.4614, loss: 3.4614 +2025-05-25 23:01:29,191 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:19:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.3713, loss: 3.3713 +2025-05-25 23:02:12,294 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:18:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.3784, loss: 3.3784 +2025-05-25 23:02:15,428 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-25 23:03:31,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:03:31,742 - pyskl - INFO - +top1_acc 0.7349 +top5_acc 0.9502 +2025-05-25 23:03:31,744 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7349, top5_acc: 0.9502 +2025-05-25 23:04:36,324 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:23:29, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9769, loss_cls: 3.4478, loss: 3.4478 +2025-05-25 23:05:19,333 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:22:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.4478, loss: 3.4478 +2025-05-25 23:06:02,439 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:21:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.3203, loss: 3.3203 +2025-05-25 23:06:45,701 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:20:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.4026, loss: 3.4026 +2025-05-25 23:07:28,881 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:19:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5360, loss: 3.5360 +2025-05-25 23:08:12,008 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:18:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2723, loss: 3.2723 +2025-05-25 23:08:55,243 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:17:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.3747, loss: 3.3747 +2025-05-25 23:09:38,326 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 19:16:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.3739, loss: 3.3739 +2025-05-25 23:10:21,432 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 19:15:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.3965, loss: 3.3965 +2025-05-25 23:11:04,565 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 19:14:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9744, loss_cls: 3.4826, loss: 3.4826 +2025-05-25 23:11:47,585 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 19:13:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3059, loss: 3.3059 +2025-05-25 23:12:30,586 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 19:13:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.3312, loss: 3.3312 +2025-05-25 23:13:13,626 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 19:12:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9831, loss_cls: 3.2596, loss: 3.2596 +2025-05-25 23:13:56,680 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 19:11:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.4115, loss: 3.4115 +2025-05-25 23:14:39,697 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 19:10:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.2450, loss: 3.2450 +2025-05-25 23:15:22,746 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 19:09:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.3747, loss: 3.3747 +2025-05-25 23:16:05,778 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 19:08:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.4417, loss: 3.4417 +2025-05-25 23:16:48,790 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 19:07:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 3.5520, loss: 3.5520 +2025-05-25 23:17:31,827 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 19:06:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.3610, loss: 3.3610 +2025-05-25 23:18:14,756 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 19:05:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.4089, loss: 3.4089 +2025-05-25 23:18:57,825 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 19:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 3.4065, loss: 3.4065 +2025-05-25 23:19:40,909 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 19:03:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.4185, loss: 3.4185 +2025-05-25 23:20:23,931 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 19:02:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.4232, loss: 3.4232 +2025-05-25 23:21:06,986 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 19:01:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9756, loss_cls: 3.3829, loss: 3.3829 +2025-05-25 23:21:50,130 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 19:00:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.3029, loss: 3.3029 +2025-05-25 23:21:53,263 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-25 23:23:09,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:23:09,825 - pyskl - INFO - +top1_acc 0.7758 +top5_acc 0.9627 +2025-05-25 23:23:09,880 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_7.pth was removed +2025-05-25 23:23:10,882 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-25 23:23:10,883 - pyskl - INFO - Best top1_acc is 0.7758 at 9 epoch. +2025-05-25 23:23:10,886 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7758, top5_acc: 0.9627 +2025-05-25 23:24:15,127 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 19:04:32, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.3975, loss: 3.3975 +2025-05-25 23:24:58,062 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 19:03:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.4334, loss: 3.4334 +2025-05-25 23:25:41,234 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 19:02:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.2466, loss: 3.2466 +2025-05-25 23:26:24,363 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 19:01:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.2657, loss: 3.2657 +2025-05-25 23:27:07,406 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 19:00:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.3570, loss: 3.3570 +2025-05-25 23:27:50,459 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:59:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.3481, loss: 3.3481 +2025-05-25 23:28:33,459 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:58:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.2798, loss: 3.2798 +2025-05-25 23:29:16,646 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:57:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9744, loss_cls: 3.4144, loss: 3.4144 +2025-05-25 23:29:59,738 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:57:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.3778, loss: 3.3778 +2025-05-25 23:30:42,851 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:56:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 3.2598, loss: 3.2598 +2025-05-25 23:31:25,918 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:55:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.2007, loss: 3.2007 +2025-05-25 23:32:08,906 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:54:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2910, loss: 3.2910 +2025-05-25 23:32:51,953 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:53:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.2969, loss: 3.2969 +2025-05-25 23:33:35,046 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:52:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 3.2963, loss: 3.2963 +2025-05-25 23:34:18,090 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:51:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.2488, loss: 3.2488 +2025-05-25 23:35:01,094 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:50:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.3959, loss: 3.3959 +2025-05-25 23:35:44,204 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:49:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9800, loss_cls: 3.2726, loss: 3.2726 +2025-05-25 23:36:27,223 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:48:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.3128, loss: 3.3128 +2025-05-25 23:37:10,203 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.3776, loss: 3.3776 +2025-05-25 23:37:53,221 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:46:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.3011, loss: 3.3011 +2025-05-25 23:38:36,194 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:45:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.3863, loss: 3.3863 +2025-05-25 23:39:19,314 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:44:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.2539, loss: 3.2539 +2025-05-25 23:40:02,300 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:44:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9806, loss_cls: 3.2558, loss: 3.2558 +2025-05-25 23:40:45,355 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:43:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.3027, loss: 3.3027 +2025-05-25 23:41:28,388 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:42:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9794, loss_cls: 3.3085, loss: 3.3085 +2025-05-25 23:41:31,509 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-25 23:50:15,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:50:16,018 - pyskl - INFO - +top1_acc 0.7863 +top5_acc 0.9626 +2025-05-25 23:50:16,075 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_9.pth was removed +2025-05-25 23:50:17,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-25 23:50:17,090 - pyskl - INFO - Best top1_acc is 0.7863 at 10 epoch. +2025-05-25 23:50:17,093 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7863, top5_acc: 0.9626 +2025-05-25 23:51:21,552 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:45:39, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.2712, loss: 3.2712 +2025-05-25 23:52:04,637 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:44:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.2562, loss: 3.2562 +2025-05-25 23:52:47,844 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:43:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.2347, loss: 3.2347 +2025-05-25 23:53:31,029 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:42:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.2965, loss: 3.2965 +2025-05-25 23:54:14,028 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:42:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.1989, loss: 3.1989 +2025-05-25 23:54:57,005 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:41:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.1507, loss: 3.1507 +2025-05-25 23:55:39,879 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:40:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.3210, loss: 3.3210 +2025-05-25 23:56:22,758 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:39:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3268, loss: 3.3268 +2025-05-25 23:57:05,798 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:38:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.1780, loss: 3.1780 +2025-05-25 23:57:48,837 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:37:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.3741, loss: 3.3741 +2025-05-25 23:58:31,908 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:36:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.2505, loss: 3.2505 +2025-05-25 23:59:14,961 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:35:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.3016, loss: 3.3016 +2025-05-25 23:59:58,011 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:34:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.2602, loss: 3.2602 +2025-05-26 00:00:41,037 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:33:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.3596, loss: 3.3596 +2025-05-26 00:01:24,124 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:32:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.1908, loss: 3.1908 +2025-05-26 00:02:07,250 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:31:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.1994, loss: 3.1994 +2025-05-26 00:02:50,228 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:30:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.2204, loss: 3.2204 +2025-05-26 00:03:33,142 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:30:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.1824, loss: 3.1824 +2025-05-26 00:04:16,190 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 3.3989, loss: 3.3989 +2025-05-26 00:04:59,158 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:28:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 3.3258, loss: 3.3258 +2025-05-26 00:05:42,123 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:27:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.2992, loss: 3.2992 +2025-05-26 00:06:25,269 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:26:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.2920, loss: 3.2920 +2025-05-26 00:07:08,603 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:25:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.2053, loss: 3.2053 +2025-05-26 00:07:51,769 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:24:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.2797, loss: 3.2797 +2025-05-26 00:08:34,955 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:23:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 3.2369, loss: 3.2369 +2025-05-26 00:08:38,086 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-26 00:09:54,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:09:54,723 - pyskl - INFO - +top1_acc 0.7773 +top5_acc 0.9618 +2025-05-26 00:09:54,725 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7773, top5_acc: 0.9618 +2025-05-26 00:10:58,591 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:26:46, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.2173, loss: 3.2173 +2025-05-26 00:11:41,496 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:25:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.1839, loss: 3.1839 +2025-05-26 00:12:24,555 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:24:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1778, loss: 3.1778 +2025-05-26 00:13:07,673 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:24:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.3578, loss: 3.3578 +2025-05-26 00:13:50,735 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:23:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9819, loss_cls: 3.2675, loss: 3.2675 +2025-05-26 00:14:33,771 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:22:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.1999, loss: 3.1999 +2025-05-26 00:15:16,842 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:21:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.2306, loss: 3.2306 +2025-05-26 00:16:00,170 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:20:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.3295, loss: 3.3295 +2025-05-26 00:16:43,598 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:19:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.1727, loss: 3.1727 +2025-05-26 00:17:26,732 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:18:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1543, loss: 3.1543 +2025-05-26 00:18:09,748 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:17:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1864, loss: 3.1864 +2025-05-26 00:18:52,722 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 18:17:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.1306, loss: 3.1306 +2025-05-26 00:19:35,727 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 18:16:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1560, loss: 3.1560 +2025-05-26 00:20:18,761 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 18:15:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.2253, loss: 3.2253 +2025-05-26 00:21:01,722 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 18:14:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9750, loss_cls: 3.2654, loss: 3.2654 +2025-05-26 00:21:44,758 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 18:13:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.3282, loss: 3.3282 +2025-05-26 00:22:27,789 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 18:12:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.3463, loss: 3.3463 +2025-05-26 00:23:10,717 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 18:11:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.2161, loss: 3.2161 +2025-05-26 00:23:53,623 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 18:10:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.1970, loss: 3.1970 +2025-05-26 00:24:36,545 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 18:09:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2540, loss: 3.2540 +2025-05-26 00:25:19,450 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 18:08:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1644, loss: 3.1644 +2025-05-26 00:26:02,315 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 18:07:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 3.1535, loss: 3.1535 +2025-05-26 00:26:45,258 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 18:07:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.1136, loss: 3.1136 +2025-05-26 00:27:28,184 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 18:06:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.2711, loss: 3.2711 +2025-05-26 00:28:11,226 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 18:05:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9844, loss_cls: 3.0892, loss: 3.0892 +2025-05-26 00:28:14,294 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-26 00:29:30,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:29:30,940 - pyskl - INFO - +top1_acc 0.8000 +top5_acc 0.9714 +2025-05-26 00:29:30,990 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_10.pth was removed +2025-05-26 00:29:31,935 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-26 00:29:31,936 - pyskl - INFO - Best top1_acc is 0.8000 at 12 epoch. +2025-05-26 00:29:31,938 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.8000, top5_acc: 0.9714 +2025-05-26 00:30:35,934 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 18:07:51, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2965, loss: 3.2965 +2025-05-26 00:31:18,838 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 18:06:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.2037, loss: 3.2037 +2025-05-26 00:32:01,755 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 18:06:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.2725, loss: 3.2725 +2025-05-26 00:32:44,762 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 18:05:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 3.0192, loss: 3.0192 +2025-05-26 00:33:27,693 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 18:04:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.1303, loss: 3.1303 +2025-05-26 00:34:10,640 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 18:03:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.2154, loss: 3.2154 +2025-05-26 00:34:53,575 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 18:02:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.1971, loss: 3.1971 +2025-05-26 00:35:36,521 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 18:01:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.1387, loss: 3.1387 +2025-05-26 00:36:19,625 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 18:00:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.2304, loss: 3.2304 +2025-05-26 00:37:02,597 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:59:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9894, loss_cls: 3.1883, loss: 3.1883 +2025-05-26 00:37:45,746 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:58:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.2367, loss: 3.2367 +2025-05-26 00:38:28,777 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:58:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9806, loss_cls: 3.1262, loss: 3.1262 +2025-05-26 00:39:11,777 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:57:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.2229, loss: 3.2229 +2025-05-26 00:39:54,791 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:56:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.1570, loss: 3.1570 +2025-05-26 00:40:37,778 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:55:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.1097, loss: 3.1097 +2025-05-26 00:41:20,721 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:54:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.1971, loss: 3.1971 +2025-05-26 00:42:03,663 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:53:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0627, loss: 3.0627 +2025-05-26 00:42:46,664 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:52:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.1272, loss: 3.1272 +2025-05-26 00:43:29,660 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.1801, loss: 3.1801 +2025-05-26 00:44:12,692 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:50:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.1511, loss: 3.1511 +2025-05-26 00:44:55,671 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:50:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9825, loss_cls: 3.0926, loss: 3.0926 +2025-05-26 00:45:38,686 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:49:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.1865, loss: 3.1865 +2025-05-26 00:46:21,713 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:48:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.1366, loss: 3.1366 +2025-05-26 00:47:04,781 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:47:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.1340, loss: 3.1340 +2025-05-26 00:47:47,986 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:46:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.2742, loss: 3.2742 +2025-05-26 00:47:51,072 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-26 00:49:07,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:49:07,473 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9613 +2025-05-26 00:49:07,476 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7807, top5_acc: 0.9613 +2025-05-26 00:50:11,118 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:48:53, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.2072, loss: 3.2072 +2025-05-26 00:50:54,093 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:48:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.1332, loss: 3.1332 +2025-05-26 00:51:37,182 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:47:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.1269, loss: 3.1269 +2025-05-26 00:52:20,192 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:46:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.1339, loss: 3.1339 +2025-05-26 00:53:03,213 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:45:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9844, loss_cls: 3.0172, loss: 3.0172 +2025-05-26 00:53:46,251 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:44:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.2557, loss: 3.2557 +2025-05-26 00:54:29,186 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:43:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.1927, loss: 3.1927 +2025-05-26 00:55:12,142 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:42:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1372, loss: 3.1372 +2025-05-26 00:55:55,119 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0454, loss: 3.0454 +2025-05-26 00:56:37,940 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:40:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.1717, loss: 3.1717 +2025-05-26 00:57:20,992 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:40:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.0828, loss: 3.0828 +2025-05-26 00:58:04,045 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:39:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2884, loss: 3.2884 +2025-05-26 00:58:47,019 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:38:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.1865, loss: 3.1865 +2025-05-26 00:59:30,004 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:37:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.0408, loss: 3.0408 +2025-05-26 01:00:13,202 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:36:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.0865, loss: 3.0865 +2025-05-26 01:00:56,298 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:35:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.1901, loss: 3.1901 +2025-05-26 01:01:39,288 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:34:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1097, loss: 3.1097 +2025-05-26 01:02:22,268 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:34:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.1422, loss: 3.1422 +2025-05-26 01:03:05,305 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:33:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.2400, loss: 3.2400 +2025-05-26 01:03:48,365 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:32:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.2398, loss: 3.2398 +2025-05-26 01:04:31,434 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:31:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.1886, loss: 3.1886 +2025-05-26 01:05:14,487 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:30:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.1105, loss: 3.1105 +2025-05-26 01:05:57,476 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:29:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.2051, loss: 3.2051 +2025-05-26 01:06:40,583 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:28:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.1761, loss: 3.1761 +2025-05-26 01:07:23,690 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:28:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.1829, loss: 3.1829 +2025-05-26 01:07:26,703 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-26 01:08:43,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:08:43,550 - pyskl - INFO - +top1_acc 0.7796 +top5_acc 0.9634 +2025-05-26 01:08:43,553 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7796, top5_acc: 0.9634 +2025-05-26 01:09:48,074 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:30:14, time: 0.645, data_time: 0.217, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 3.0683, loss: 3.0683 +2025-05-26 01:10:30,898 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:29:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 3.1698, loss: 3.1698 +2025-05-26 01:11:13,766 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:28:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.0196, loss: 3.0196 +2025-05-26 01:11:56,718 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:27:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0932, loss: 3.0932 +2025-05-26 01:12:39,746 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:26:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.1107, loss: 3.1107 +2025-05-26 01:13:22,793 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:25:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0849, loss: 3.0849 +2025-05-26 01:14:05,816 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:25:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.1469, loss: 3.1469 +2025-05-26 01:14:48,833 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:24:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.0670, loss: 3.0670 +2025-05-26 01:15:31,763 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:23:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.2083, loss: 3.2083 +2025-05-26 01:16:14,781 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2039, loss: 3.2039 +2025-05-26 01:16:57,863 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:21:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0925, loss: 3.0925 +2025-05-26 01:17:40,929 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:20:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.2440, loss: 3.2440 +2025-05-26 01:18:24,212 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:19:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0094, loss: 3.0094 +2025-05-26 01:19:07,245 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:19:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1328, loss: 3.1328 +2025-05-26 01:19:50,227 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:18:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 3.0994, loss: 3.0994 +2025-05-26 01:20:33,225 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:17:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.1454, loss: 3.1454 +2025-05-26 01:21:16,166 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:16:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.1650, loss: 3.1650 +2025-05-26 01:21:59,096 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 17:15:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.0601, loss: 3.0601 +2025-05-26 01:22:42,056 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 17:14:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.0738, loss: 3.0738 +2025-05-26 01:23:25,035 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 17:13:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0364, loss: 3.0364 +2025-05-26 01:24:07,999 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 17:13:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 3.0252, loss: 3.0252 +2025-05-26 01:24:50,917 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 17:12:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.0295, loss: 3.0295 +2025-05-26 01:25:33,986 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 17:11:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0337, loss: 3.0337 +2025-05-26 01:26:17,041 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 17:10:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.0675, loss: 3.0675 +2025-05-26 01:27:00,005 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 17:09:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 3.0204, loss: 3.0204 +2025-05-26 01:27:03,095 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-26 01:35:56,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:35:56,637 - pyskl - INFO - +top1_acc 0.7828 +top5_acc 0.9666 +2025-05-26 01:35:56,639 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7828, top5_acc: 0.9666 +2025-05-26 01:37:00,839 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 17:11:30, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0508, loss: 3.0508 +2025-05-26 01:37:43,930 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 17:10:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1187, loss: 3.1187 +2025-05-26 01:38:26,935 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 17:09:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.9552, loss: 2.9552 +2025-05-26 01:39:10,021 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 17:08:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.0903, loss: 3.0903 +2025-05-26 01:39:53,070 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 17:08:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9958, loss: 2.9958 +2025-05-26 01:40:36,297 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 17:07:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8887, loss: 2.8887 +2025-05-26 01:41:19,369 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 17:06:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.1443, loss: 3.1443 +2025-05-26 01:42:02,398 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 17:05:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.0785, loss: 3.0785 +2025-05-26 01:42:45,499 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 17:04:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9842, loss: 2.9842 +2025-05-26 01:43:28,655 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 17:03:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.0509, loss: 3.0509 +2025-05-26 01:44:11,763 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 17:03:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.0964, loss: 3.0964 +2025-05-26 01:44:54,795 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 17:02:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.0613, loss: 3.0613 +2025-05-26 01:45:37,966 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 17:01:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0327, loss: 3.0327 +2025-05-26 01:46:21,056 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 17:00:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.1363, loss: 3.1363 +2025-05-26 01:47:04,113 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:59:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.1415, loss: 3.1415 +2025-05-26 01:47:47,089 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:58:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0471, loss: 3.0471 +2025-05-26 01:48:30,052 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:58:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.0271, loss: 3.0271 +2025-05-26 01:49:12,979 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:57:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9831, loss_cls: 3.1760, loss: 3.1760 +2025-05-26 01:49:56,109 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:56:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.0961, loss: 3.0961 +2025-05-26 01:50:39,111 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:55:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.1441, loss: 3.1441 +2025-05-26 01:51:21,963 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:54:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0492, loss: 3.0492 +2025-05-26 01:52:05,083 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:53:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9656, loss_cls: 3.1113, loss: 3.1113 +2025-05-26 01:52:48,153 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:53:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.0540, loss: 3.0540 +2025-05-26 01:53:31,269 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:52:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.0436, loss: 3.0436 +2025-05-26 01:54:14,410 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:51:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.1758, loss: 3.1758 +2025-05-26 01:54:17,555 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-26 01:55:33,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:55:33,959 - pyskl - INFO - +top1_acc 0.7391 +top5_acc 0.9461 +2025-05-26 01:55:33,961 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7391, top5_acc: 0.9461 +2025-05-26 01:56:37,635 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:52:58, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.0100, loss: 3.0100 +2025-05-26 01:57:20,555 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:52:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.0539, loss: 3.0539 +2025-05-26 01:58:03,549 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0086, loss: 3.0086 +2025-05-26 01:58:46,498 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:50:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.0694, loss: 3.0694 +2025-05-26 01:59:29,603 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:49:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.0058, loss: 3.0058 +2025-05-26 02:00:12,827 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:48:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.0518, loss: 3.0518 +2025-05-26 02:00:56,071 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:47:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.0032, loss: 3.0032 +2025-05-26 02:01:39,136 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:47:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9825, loss_cls: 3.1309, loss: 3.1309 +2025-05-26 02:02:22,323 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:46:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9962, loss: 2.9962 +2025-05-26 02:03:05,418 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:45:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0825, loss: 3.0825 +2025-05-26 02:03:48,422 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:44:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.9841, loss: 2.9841 +2025-05-26 02:04:31,537 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:43:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.0698, loss: 3.0698 +2025-05-26 02:05:14,619 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:42:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 3.0084, loss: 3.0084 +2025-05-26 02:05:57,690 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:42:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9558, loss: 2.9558 +2025-05-26 02:06:40,750 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:41:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0198, loss: 3.0198 +2025-05-26 02:07:23,777 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:40:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.1478, loss: 3.1478 +2025-05-26 02:08:06,720 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:39:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9924, loss: 2.9924 +2025-05-26 02:08:49,659 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.0873, loss: 3.0873 +2025-05-26 02:09:32,731 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:37:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.0518, loss: 3.0518 +2025-05-26 02:10:15,721 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:37:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.0714, loss: 3.0714 +2025-05-26 02:10:58,705 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 2.9551, loss: 2.9551 +2025-05-26 02:11:41,837 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:35:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.0653, loss: 3.0653 +2025-05-26 02:12:24,920 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:34:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.0455, loss: 3.0455 +2025-05-26 02:13:08,054 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:33:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 3.1625, loss: 3.1625 +2025-05-26 02:13:51,157 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:33:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.1314, loss: 3.1314 +2025-05-26 02:13:54,254 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-26 02:15:10,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:15:10,821 - pyskl - INFO - +top1_acc 0.8203 +top5_acc 0.9731 +2025-05-26 02:15:10,873 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_12.pth was removed +2025-05-26 02:15:11,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-26 02:15:11,881 - pyskl - INFO - Best top1_acc is 0.8203 at 17 epoch. +2025-05-26 02:15:11,883 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.8203, top5_acc: 0.9731 +2025-05-26 02:16:16,576 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:34:36, time: 0.647, data_time: 0.211, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.9466, loss: 2.9466 +2025-05-26 02:16:59,677 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:33:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9208, loss: 2.9208 +2025-05-26 02:17:42,631 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:32:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0282, loss: 3.0282 +2025-05-26 02:18:25,525 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:32:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 2.9598, loss: 2.9598 +2025-05-26 02:19:08,757 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:31:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 2.9165, loss: 2.9165 +2025-05-26 02:19:52,020 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:30:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.9286, loss: 2.9286 +2025-05-26 02:20:35,173 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:29:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 2.9840, loss: 2.9840 +2025-05-26 02:21:18,238 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:28:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.9421, loss: 2.9421 +2025-05-26 02:22:01,308 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:27:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.1128, loss: 3.1128 +2025-05-26 02:22:44,306 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:27:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.0128, loss: 3.0128 +2025-05-26 02:23:27,345 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:26:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9905, loss: 2.9905 +2025-05-26 02:24:10,505 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:25:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0168, loss: 3.0168 +2025-05-26 02:24:53,747 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:24:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.0701, loss: 3.0701 +2025-05-26 02:25:36,825 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:23:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.1092, loss: 3.1092 +2025-05-26 02:26:19,913 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:23:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0947, loss: 3.0947 +2025-05-26 02:27:02,974 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:22:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 2.9987, loss: 2.9987 +2025-05-26 02:27:46,021 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:21:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0030, loss: 3.0030 +2025-05-26 02:28:29,038 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:20:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 2.9713, loss: 2.9713 +2025-05-26 02:29:11,972 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:19:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 3.0384, loss: 3.0384 +2025-05-26 02:29:54,952 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:18:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.9293, loss: 2.9293 +2025-05-26 02:30:37,876 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:18:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0707, loss: 3.0707 +2025-05-26 02:31:20,884 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:17:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.0004, loss: 3.0004 +2025-05-26 02:32:03,987 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:16:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.0638, loss: 3.0638 +2025-05-26 02:32:47,059 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:15:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0545, loss: 3.0545 +2025-05-26 02:33:29,991 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 16:14:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.1050, loss: 3.1050 +2025-05-26 02:33:33,112 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-26 02:34:49,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:34:49,777 - pyskl - INFO - +top1_acc 0.8225 +top5_acc 0.9745 +2025-05-26 02:34:49,834 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_17.pth was removed +2025-05-26 02:34:50,864 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-05-26 02:34:50,865 - pyskl - INFO - Best top1_acc is 0.8225 at 18 epoch. +2025-05-26 02:34:50,868 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.8225, top5_acc: 0.9745 +2025-05-26 02:35:55,117 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:16:10, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9087, loss: 2.9087 +2025-05-26 02:36:38,248 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 16:15:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0380, loss: 3.0380 +2025-05-26 02:37:21,341 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 16:14:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.9022, loss: 2.9022 +2025-05-26 02:38:04,439 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 16:13:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.9305, loss: 2.9305 +2025-05-26 02:38:47,510 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 16:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0634, loss: 3.0634 +2025-05-26 02:39:30,670 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 16:12:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9362, loss: 2.9362 +2025-05-26 02:40:13,854 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 16:11:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.9681, loss: 2.9681 +2025-05-26 02:40:56,883 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 16:10:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9555, loss: 2.9555 +2025-05-26 02:41:39,957 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 16:09:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0376, loss: 3.0376 +2025-05-26 02:42:23,052 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 16:08:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.8641, loss: 2.8641 +2025-05-26 02:43:06,116 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 16:07:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0010, loss: 3.0010 +2025-05-26 02:43:49,201 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 16:07:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.0573, loss: 3.0573 +2025-05-26 02:44:32,276 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 16:06:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9882, loss: 2.9882 +2025-05-26 02:45:15,474 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 16:05:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 2.9594, loss: 2.9594 +2025-05-26 02:45:58,549 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 16:04:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 3.0209, loss: 3.0209 +2025-05-26 02:46:41,713 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 16:03:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9398, loss: 2.9398 +2025-05-26 02:47:24,818 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 16:03:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.8444, loss: 2.8444 +2025-05-26 02:48:07,837 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 16:02:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.0711, loss: 3.0711 +2025-05-26 02:48:50,876 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 16:01:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0166, loss: 3.0166 +2025-05-26 02:49:33,929 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 16:00:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.0541, loss: 3.0541 +2025-05-26 02:50:17,113 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:59:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 2.9857, loss: 2.9857 +2025-05-26 02:51:00,258 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:59:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 2.9669, loss: 2.9669 +2025-05-26 02:51:43,421 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:58:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0950, loss: 3.0950 +2025-05-26 02:52:26,521 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:57:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 2.9741, loss: 2.9741 +2025-05-26 02:53:09,660 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:56:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0999, loss: 3.0999 +2025-05-26 02:53:12,772 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-26 02:54:29,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:54:29,352 - pyskl - INFO - +top1_acc 0.8327 +top5_acc 0.9757 +2025-05-26 02:54:29,404 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_18.pth was removed +2025-05-26 02:54:30,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-26 02:54:30,429 - pyskl - INFO - Best top1_acc is 0.8327 at 19 epoch. +2025-05-26 02:54:30,432 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8327, top5_acc: 0.9757 +2025-05-26 02:55:34,842 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:57:54, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9023, loss: 2.9023 +2025-05-26 02:56:17,894 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:57:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8774, loss: 2.8774 +2025-05-26 02:57:00,934 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:56:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9888, loss_cls: 2.8515, loss: 2.8515 +2025-05-26 02:57:43,991 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:55:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 2.9626, loss: 2.9626 +2025-05-26 02:58:27,054 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:54:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.9539, loss: 2.9539 +2025-05-26 02:59:10,160 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:53:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9467, loss: 2.9467 +2025-05-26 02:59:53,235 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:52:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.9623, loss: 2.9623 +2025-05-26 03:00:36,299 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:52:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 2.9207, loss: 2.9207 +2025-05-26 03:01:19,344 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:51:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9980, loss: 2.9980 +2025-05-26 03:02:02,322 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:50:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.0170, loss: 3.0170 +2025-05-26 03:02:45,392 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:49:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.0080, loss: 3.0080 +2025-05-26 03:03:28,345 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:48:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9844, loss_cls: 3.0401, loss: 3.0401 +2025-05-26 03:04:11,326 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:48:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9504, loss: 2.9504 +2025-05-26 03:04:54,339 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:47:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 2.9207, loss: 2.9207 +2025-05-26 03:05:37,485 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:46:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.0640, loss: 3.0640 +2025-05-26 03:06:20,532 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:45:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 2.9577, loss: 2.9577 +2025-05-26 03:07:03,613 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:44:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 2.9884, loss: 2.9884 +2025-05-26 03:07:46,614 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:43:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0489, loss: 3.0489 +2025-05-26 03:08:29,651 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:43:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.0236, loss: 3.0236 +2025-05-26 03:09:12,709 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:42:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0557, loss: 3.0557 +2025-05-26 03:09:55,690 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:41:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 2.9089, loss: 2.9089 +2025-05-26 03:10:38,695 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:40:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.8971, loss: 2.8971 +2025-05-26 03:11:21,884 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:39:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 3.0510, loss: 3.0510 +2025-05-26 03:12:04,973 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:39:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.0223, loss: 3.0223 +2025-05-26 03:12:48,006 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:38:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9822, loss: 2.9822 +2025-05-26 03:12:51,088 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-26 03:21:53,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:21:53,141 - pyskl - INFO - +top1_acc 0.8235 +top5_acc 0.9696 +2025-05-26 03:21:53,144 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.8235, top5_acc: 0.9696 +2025-05-26 03:22:57,462 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:39:28, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.9340, loss: 2.9340 +2025-05-26 03:23:40,412 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:38:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8740, loss: 2.8740 +2025-05-26 03:24:23,381 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9498, loss: 2.9498 +2025-05-26 03:25:06,339 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:36:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9888, loss_cls: 2.8466, loss: 2.8466 +2025-05-26 03:25:49,468 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:36:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.9435, loss: 2.9435 +2025-05-26 03:26:32,591 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:35:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0547, loss: 3.0547 +2025-05-26 03:27:15,731 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:34:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9087, loss: 2.9087 +2025-05-26 03:27:58,969 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:33:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.8693, loss: 2.8693 +2025-05-26 03:28:42,039 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:32:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.9952, loss: 2.9952 +2025-05-26 03:29:25,126 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:32:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.0648, loss: 3.0648 +2025-05-26 03:30:08,090 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:31:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9390, loss: 2.9390 +2025-05-26 03:30:51,186 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:30:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.0965, loss: 3.0965 +2025-05-26 03:31:34,222 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:29:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 2.9567, loss: 2.9567 +2025-05-26 03:32:17,226 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:28:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9132, loss: 2.9132 +2025-05-26 03:33:00,282 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:28:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9231, loss: 2.9231 +2025-05-26 03:33:43,329 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:27:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0414, loss: 3.0414 +2025-05-26 03:34:26,336 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:26:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0151, loss: 3.0151 +2025-05-26 03:35:09,403 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:25:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9811, loss: 2.9811 +2025-05-26 03:35:52,452 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:24:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.9618, loss: 2.9618 +2025-05-26 03:36:35,460 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:24:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 2.9557, loss: 2.9557 +2025-05-26 03:37:18,501 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:23:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9568, loss: 2.9568 +2025-05-26 03:38:01,706 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:22:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.9569, loss: 2.9569 +2025-05-26 03:38:44,917 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:21:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.0215, loss: 3.0215 +2025-05-26 03:39:28,082 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:20:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9405, loss: 2.9405 +2025-05-26 03:40:11,338 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:20:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.8056, loss: 2.8056 +2025-05-26 03:40:14,491 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-26 03:41:31,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:41:31,486 - pyskl - INFO - +top1_acc 0.7732 +top5_acc 0.9632 +2025-05-26 03:41:31,488 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7732, top5_acc: 0.9632 +2025-05-26 03:42:36,101 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:21:09, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0257, loss: 3.0257 +2025-05-26 03:43:19,101 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:20:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.8337, loss: 2.8337 +2025-05-26 03:44:02,155 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:19:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0340, loss: 3.0340 +2025-05-26 03:44:45,179 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:18:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 2.7555, loss: 2.7555 +2025-05-26 03:45:28,265 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:17:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8367, loss: 2.8367 +2025-05-26 03:46:11,596 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:17:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8713, loss: 2.8713 +2025-05-26 03:46:54,907 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:16:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.9978, loss: 2.9978 +2025-05-26 03:47:38,266 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:15:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 2.9156, loss: 2.9156 +2025-05-26 03:48:21,482 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 15:14:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.8867, loss: 2.8867 +2025-05-26 03:49:04,461 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 15:13:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 2.8776, loss: 2.8776 +2025-05-26 03:49:47,496 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 15:13:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 2.9706, loss: 2.9706 +2025-05-26 03:50:30,513 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 15:12:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 2.9831, loss: 2.9831 +2025-05-26 03:51:13,519 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 15:11:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.9647, loss: 2.9647 +2025-05-26 03:51:56,499 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 15:10:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.8727, loss: 2.8727 +2025-05-26 03:52:39,573 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 15:09:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8407, loss: 2.8407 +2025-05-26 03:53:22,731 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 15:09:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.9452, loss: 2.9452 +2025-05-26 03:54:05,725 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 15:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0117, loss: 3.0117 +2025-05-26 03:54:49,006 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 15:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9958, loss: 2.9958 +2025-05-26 03:55:32,092 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 15:06:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9106, loss: 2.9106 +2025-05-26 03:56:15,199 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 15:05:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.9828, loss: 2.9828 +2025-05-26 03:56:58,281 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 15:05:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8437, loss: 2.8437 +2025-05-26 03:57:41,454 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 15:04:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 2.9997, loss: 2.9997 +2025-05-26 03:58:24,678 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 15:03:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9664, loss: 2.9664 +2025-05-26 03:59:07,972 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 15:02:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9348, loss: 2.9348 +2025-05-26 03:59:51,166 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 15:01:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9933, loss: 2.9933 +2025-05-26 03:59:54,300 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-26 04:01:11,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:01:11,087 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9709 +2025-05-26 04:01:11,090 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8253, top5_acc: 0.9709 +2025-05-26 04:02:15,817 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 15:02:57, time: 0.647, data_time: 0.217, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.8750, loss: 2.8750 +2025-05-26 04:02:58,985 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 15:02:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9262, loss: 2.9262 +2025-05-26 04:03:42,062 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 15:01:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.8393, loss: 2.8393 +2025-05-26 04:04:25,113 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 15:00:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8956, loss: 2.8956 +2025-05-26 04:05:08,091 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:59:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0717, loss: 3.0717 +2025-05-26 04:05:51,555 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:58:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.0034, loss: 3.0034 +2025-05-26 04:06:34,740 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:58:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.0553, loss: 3.0553 +2025-05-26 04:07:17,957 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:57:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9034, loss: 2.9034 +2025-05-26 04:08:01,063 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:56:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.8546, loss: 2.8546 +2025-05-26 04:08:44,085 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:55:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 2.9931, loss: 2.9931 +2025-05-26 04:09:27,078 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:54:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9438, loss: 2.9438 +2025-05-26 04:10:10,134 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:54:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.9390, loss: 2.9390 +2025-05-26 04:10:53,097 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:53:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.8919, loss: 2.8919 +2025-05-26 04:11:36,143 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.0118, loss: 3.0118 +2025-05-26 04:12:19,153 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:51:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.9507, loss: 2.9507 +2025-05-26 04:13:02,128 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:50:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.0387, loss: 3.0387 +2025-05-26 04:13:45,185 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:50:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9819, loss: 2.9819 +2025-05-26 04:14:28,329 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:49:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 2.9970, loss: 2.9970 +2025-05-26 04:15:11,389 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:48:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 2.8949, loss: 2.8949 +2025-05-26 04:15:54,538 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:47:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9025, loss: 2.9025 +2025-05-26 04:16:37,926 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:46:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 2.9702, loss: 2.9702 +2025-05-26 04:17:21,418 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:46:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.0242, loss: 3.0242 +2025-05-26 04:18:04,738 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:45:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9181, loss: 2.9181 +2025-05-26 04:18:47,825 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:44:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9453, loss: 2.9453 +2025-05-26 04:19:30,912 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:43:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9717, loss: 2.9717 +2025-05-26 04:19:34,018 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-26 04:20:50,815 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:20:50,882 - pyskl - INFO - +top1_acc 0.8240 +top5_acc 0.9713 +2025-05-26 04:20:50,884 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8240, top5_acc: 0.9713 +2025-05-26 04:21:55,563 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:44:45, time: 0.647, data_time: 0.217, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 04:22:38,558 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:43:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.8969, loss: 2.8969 +2025-05-26 04:23:21,628 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:43:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9781, loss: 2.9781 +2025-05-26 04:24:04,680 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:42:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8346, loss: 2.8346 +2025-05-26 04:24:47,754 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:41:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.9963, loss: 2.9963 +2025-05-26 04:25:30,963 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:40:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.9584, loss: 2.9584 +2025-05-26 04:26:14,082 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:39:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.8799, loss: 2.8799 +2025-05-26 04:26:57,421 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8547, loss: 2.8547 +2025-05-26 04:27:40,474 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:38:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 3.0792, loss: 3.0792 +2025-05-26 04:28:23,506 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:37:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9900, loss_cls: 2.8864, loss: 2.8864 +2025-05-26 04:29:06,599 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:36:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.9312, loss: 2.9312 +2025-05-26 04:29:49,553 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:35:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9473, loss: 2.9473 +2025-05-26 04:30:32,662 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:35:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9139, loss: 2.9139 +2025-05-26 04:31:15,745 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:34:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.9132, loss: 2.9132 +2025-05-26 04:31:58,755 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:33:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.8729, loss: 2.8729 +2025-05-26 04:32:41,708 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:32:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 2.9918, loss: 2.9918 +2025-05-26 04:33:24,681 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:31:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.0201, loss: 3.0201 +2025-05-26 04:34:07,698 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:31:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8462, loss: 2.8462 +2025-05-26 04:34:50,658 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:30:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8257, loss: 2.8257 +2025-05-26 04:35:33,774 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:29:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.0619, loss: 3.0619 +2025-05-26 04:36:16,787 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:28:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0747, loss: 3.0747 +2025-05-26 04:37:00,125 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:27:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.0070, loss: 3.0070 +2025-05-26 04:37:43,414 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.0638, loss: 3.0638 +2025-05-26 04:38:26,573 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:26:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.8296, loss: 2.8296 +2025-05-26 04:39:09,593 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:25:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9649, loss: 2.9649 +2025-05-26 04:39:12,707 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-26 04:40:29,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:40:29,555 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9729 +2025-05-26 04:40:29,558 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8031, top5_acc: 0.9729 +2025-05-26 04:41:34,051 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:26:25, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7611, loss: 2.7611 +2025-05-26 04:42:17,248 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:25:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9359, loss: 2.9359 +2025-05-26 04:43:00,628 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:24:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.8834, loss: 2.8834 +2025-05-26 04:43:43,731 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:24:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.8563, loss: 2.8563 +2025-05-26 04:44:26,867 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:23:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.8211, loss: 2.8211 +2025-05-26 04:45:10,002 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:22:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.9483, loss: 2.9483 +2025-05-26 04:45:52,991 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:21:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 2.9267, loss: 2.9267 +2025-05-26 04:46:36,135 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:20:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8773, loss: 2.8773 +2025-05-26 04:47:19,121 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:20:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7461, loss: 2.7461 +2025-05-26 04:48:02,262 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:19:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8790, loss: 2.8790 +2025-05-26 04:48:45,355 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.9942, loss: 2.9942 +2025-05-26 04:49:28,329 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:17:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0666, loss: 3.0666 +2025-05-26 04:50:11,330 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:16:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8146, loss: 2.8146 +2025-05-26 04:50:54,332 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:16:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0717, loss: 3.0717 +2025-05-26 04:51:37,382 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:15:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 2.8522, loss: 2.8522 +2025-05-26 04:52:20,376 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 14:14:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8271, loss: 2.8271 +2025-05-26 04:53:03,406 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 14:13:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.8399, loss: 2.8399 +2025-05-26 04:53:46,441 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 14:12:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.9586, loss: 2.9586 +2025-05-26 04:54:29,496 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 14:12:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8522, loss: 2.8522 +2025-05-26 04:55:12,555 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 14:11:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.8529, loss: 2.8529 +2025-05-26 04:55:55,653 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 14:10:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 2.8948, loss: 2.8948 +2025-05-26 04:56:38,601 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 14:09:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 2.9130, loss: 2.9130 +2025-05-26 04:57:21,555 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 14:08:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.7246, loss: 2.7246 +2025-05-26 04:58:04,468 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 14:08:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.9049, loss: 2.9049 +2025-05-26 04:58:47,406 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 14:07:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 2.9748, loss: 2.9748 +2025-05-26 04:58:50,526 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-26 05:07:18,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:07:18,158 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9748 +2025-05-26 05:07:18,208 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_19.pth was removed +2025-05-26 05:07:19,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-05-26 05:07:19,158 - pyskl - INFO - Best top1_acc is 0.8328 at 25 epoch. +2025-05-26 05:07:19,160 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8328, top5_acc: 0.9748 +2025-05-26 05:08:23,339 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 14:08:01, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9192, loss: 2.9192 +2025-05-26 05:09:06,303 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 14:07:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.8944, loss: 2.8944 +2025-05-26 05:09:49,204 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 14:06:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9151, loss: 2.9151 +2025-05-26 05:10:32,160 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 14:05:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.8079, loss: 2.8079 +2025-05-26 05:11:15,160 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 14:04:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9671, loss: 2.9671 +2025-05-26 05:11:58,110 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 14:04:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8097, loss: 2.8097 +2025-05-26 05:12:41,219 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 14:03:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0668, loss: 3.0668 +2025-05-26 05:13:24,227 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 14:02:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.8485, loss: 2.8485 +2025-05-26 05:14:07,176 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 14:01:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 2.8910, loss: 2.8910 +2025-05-26 05:14:50,203 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 14:00:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9311, loss: 2.9311 +2025-05-26 05:15:33,358 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 14:00:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 2.9319, loss: 2.9319 +2025-05-26 05:16:16,397 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:59:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 2.9348, loss: 2.9348 +2025-05-26 05:16:59,469 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:58:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8433, loss: 2.8433 +2025-05-26 05:17:42,764 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:57:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8313, loss: 2.8313 +2025-05-26 05:18:25,986 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:56:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9008, loss: 2.9008 +2025-05-26 05:19:09,093 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:56:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8179, loss: 2.8179 +2025-05-26 05:19:52,278 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:55:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 2.8789, loss: 2.8789 +2025-05-26 05:20:35,449 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:54:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 2.8726, loss: 2.8726 +2025-05-26 05:21:18,495 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:53:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8876, loss: 2.8876 +2025-05-26 05:22:01,534 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:52:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.9048, loss: 2.9048 +2025-05-26 05:22:44,585 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:52:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9033, loss: 2.9033 +2025-05-26 05:23:27,827 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:51:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.7631, loss: 2.7631 +2025-05-26 05:24:10,977 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:50:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 2.9143, loss: 2.9143 +2025-05-26 05:24:54,073 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:49:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 2.9219, loss: 2.9219 +2025-05-26 05:25:37,157 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:49:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.8667, loss: 2.8667 +2025-05-26 05:25:40,258 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-26 05:26:56,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:26:56,776 - pyskl - INFO - +top1_acc 0.7747 +top5_acc 0.9516 +2025-05-26 05:26:56,779 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7747, top5_acc: 0.9516 +2025-05-26 05:28:01,445 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:49:42, time: 0.647, data_time: 0.215, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.8122, loss: 2.8122 +2025-05-26 05:28:44,431 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:48:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.7649, loss: 2.7649 +2025-05-26 05:29:27,367 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:48:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8977, loss: 2.8977 +2025-05-26 05:30:10,351 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:47:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8136, loss: 2.8136 +2025-05-26 05:30:53,335 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:46:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.7308, loss: 2.7308 +2025-05-26 05:31:36,401 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:45:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.9115, loss: 2.9115 +2025-05-26 05:32:19,495 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:44:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.9070, loss: 2.9070 +2025-05-26 05:33:02,668 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:44:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9212, loss: 2.9212 +2025-05-26 05:33:45,842 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:43:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.8637, loss: 2.8637 +2025-05-26 05:34:28,919 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:42:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 2.8699, loss: 2.8699 +2025-05-26 05:35:11,986 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:41:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9134, loss: 2.9134 +2025-05-26 05:35:54,982 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:40:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.8201, loss: 2.8201 +2025-05-26 05:36:38,056 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:40:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9021, loss: 2.9021 +2025-05-26 05:37:21,129 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:39:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6760, loss: 2.6760 +2025-05-26 05:38:04,193 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:38:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.8874, loss: 2.8874 +2025-05-26 05:38:47,324 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:37:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8641, loss: 2.8641 +2025-05-26 05:39:30,196 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:37:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.9058, loss: 2.9058 +2025-05-26 05:40:13,038 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:36:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9484, loss: 2.9484 +2025-05-26 05:40:56,072 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:35:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.9591, loss: 2.9591 +2025-05-26 05:41:39,193 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:34:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.7885, loss: 2.7885 +2025-05-26 05:42:22,341 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:33:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9325, loss: 2.9325 +2025-05-26 05:43:05,478 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:33:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 2.9392, loss: 2.9392 +2025-05-26 05:43:48,621 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:32:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.8523, loss: 2.8523 +2025-05-26 05:44:31,725 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:31:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 2.9857, loss: 2.9857 +2025-05-26 05:45:14,743 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.8880, loss: 2.8880 +2025-05-26 05:45:17,890 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-26 05:46:34,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:46:34,518 - pyskl - INFO - +top1_acc 0.8203 +top5_acc 0.9687 +2025-05-26 05:46:34,520 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8203, top5_acc: 0.9687 +2025-05-26 05:47:38,841 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:31:19, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.8099, loss: 2.8099 +2025-05-26 05:48:21,803 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:30:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8369, loss: 2.8369 +2025-05-26 05:49:04,890 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:29:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.7807, loss: 2.7807 +2025-05-26 05:49:48,053 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:28:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 2.8287, loss: 2.8287 +2025-05-26 05:50:31,166 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:28:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.8361, loss: 2.8361 +2025-05-26 05:51:14,372 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:27:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.8022, loss: 2.8022 +2025-05-26 05:51:57,585 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:26:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7390, loss: 2.7390 +2025-05-26 05:52:40,746 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:25:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8828, loss: 2.8828 +2025-05-26 05:53:23,905 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:25:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.7687, loss: 2.7687 +2025-05-26 05:54:06,867 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:24:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7792, loss: 2.7792 +2025-05-26 05:54:49,950 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:23:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9875, loss_cls: 2.8317, loss: 2.8317 +2025-05-26 05:55:32,980 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:22:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8716, loss: 2.8716 +2025-05-26 05:56:15,957 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:21:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8852, loss: 2.8852 +2025-05-26 05:56:58,897 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:21:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.8982, loss: 2.8982 +2025-05-26 05:57:41,800 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:20:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 2.8639, loss: 2.8639 +2025-05-26 05:58:24,822 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 2.9313, loss: 2.9313 +2025-05-26 05:59:07,903 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:18:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7592, loss: 2.7592 +2025-05-26 05:59:50,891 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:17:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7672, loss: 2.7672 +2025-05-26 06:00:33,926 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:17:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.9057, loss: 2.9057 +2025-05-26 06:01:16,910 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:16:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 2.8735, loss: 2.8735 +2025-05-26 06:01:59,927 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:15:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.7950, loss: 2.7950 +2025-05-26 06:02:43,101 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 13:14:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8074, loss: 2.8074 +2025-05-26 06:03:26,422 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 13:14:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 2.9208, loss: 2.9208 +2025-05-26 06:04:09,629 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 13:13:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0151, loss: 3.0151 +2025-05-26 06:04:52,751 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 13:12:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.7774, loss: 2.7774 +2025-05-26 06:04:55,890 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-26 06:06:12,460 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:06:12,531 - pyskl - INFO - +top1_acc 0.8204 +top5_acc 0.9710 +2025-05-26 06:06:12,534 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8204, top5_acc: 0.9710 +2025-05-26 06:07:17,194 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 13:13:00, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.7711, loss: 2.7711 +2025-05-26 06:08:00,225 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 13:12:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7669, loss: 2.7669 +2025-05-26 06:08:43,375 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 13:11:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7308, loss: 2.7308 +2025-05-26 06:09:26,208 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 13:10:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8661, loss: 2.8661 +2025-05-26 06:10:09,165 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 13:09:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8211, loss: 2.8211 +2025-05-26 06:10:52,217 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 13:09:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.8227, loss: 2.8227 +2025-05-26 06:11:35,335 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 13:08:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8854, loss: 2.8854 +2025-05-26 06:12:18,470 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 13:07:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8866, loss: 2.8866 +2025-05-26 06:13:01,617 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 13:06:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8030, loss: 2.8030 +2025-05-26 06:13:44,663 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 13:05:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.7429, loss: 2.7429 +2025-05-26 06:14:27,801 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 13:05:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 2.8970, loss: 2.8970 +2025-05-26 06:15:10,897 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 13:04:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.8831, loss: 2.8831 +2025-05-26 06:15:53,931 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 13:03:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.8074, loss: 2.8074 +2025-05-26 06:16:37,009 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 13:02:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8181, loss: 2.8181 +2025-05-26 06:17:20,037 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 13:02:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 2.8590, loss: 2.8590 +2025-05-26 06:18:03,169 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 13:01:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.8846, loss: 2.8846 +2025-05-26 06:18:46,290 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 13:00:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8980, loss: 2.8980 +2025-05-26 06:19:29,517 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:59:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8984, loss: 2.8984 +2025-05-26 06:20:12,686 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:58:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.9492, loss: 2.9492 +2025-05-26 06:20:55,769 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:58:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 2.8510, loss: 2.8510 +2025-05-26 06:21:38,993 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:57:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.8321, loss: 2.8321 +2025-05-26 06:22:22,267 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:56:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.8604, loss: 2.8604 +2025-05-26 06:23:05,522 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:55:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 2.9329, loss: 2.9329 +2025-05-26 06:23:48,690 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:55:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7607, loss: 2.7607 +2025-05-26 06:24:31,742 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:54:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9031, loss: 2.9031 +2025-05-26 06:24:34,837 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-26 06:25:51,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:25:51,457 - pyskl - INFO - +top1_acc 0.7952 +top5_acc 0.9639 +2025-05-26 06:25:51,460 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7952, top5_acc: 0.9639 +2025-05-26 06:26:55,951 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:54:44, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.7609, loss: 2.7609 +2025-05-26 06:27:39,078 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:53:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8144, loss: 2.8144 +2025-05-26 06:28:22,169 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:53:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6836, loss: 2.6836 +2025-05-26 06:29:05,272 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:52:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 2.8737, loss: 2.8737 +2025-05-26 06:29:48,285 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:51:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7768, loss: 2.7768 +2025-05-26 06:30:31,361 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:50:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7702, loss: 2.7702 +2025-05-26 06:31:14,450 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:50:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.7486, loss: 2.7486 +2025-05-26 06:31:57,648 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:49:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.8019, loss: 2.8019 +2025-05-26 06:32:40,856 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:48:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7993, loss: 2.7993 +2025-05-26 06:33:24,037 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:47:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.7921, loss: 2.7921 +2025-05-26 06:34:07,191 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:46:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 06:34:50,358 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:46:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.9461, loss: 2.9461 +2025-05-26 06:35:33,517 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:45:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.7933, loss: 2.7933 +2025-05-26 06:36:16,821 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:44:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7322, loss: 2.7322 +2025-05-26 06:36:59,986 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:43:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.9296, loss: 2.9296 +2025-05-26 06:37:42,967 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:43:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7291, loss: 2.7291 +2025-05-26 06:38:25,970 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:42:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8069, loss: 2.8069 +2025-05-26 06:39:08,988 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:41:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 2.8291, loss: 2.8291 +2025-05-26 06:39:51,986 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:40:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.8536, loss: 2.8536 +2025-05-26 06:40:34,990 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:39:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.8780, loss: 2.8780 +2025-05-26 06:41:18,125 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:39:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.8467, loss: 2.8467 +2025-05-26 06:42:01,017 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:38:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.9312, loss: 2.9312 +2025-05-26 06:42:44,014 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:37:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.8226, loss: 2.8226 +2025-05-26 06:43:26,964 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.7610, loss: 2.7610 +2025-05-26 06:44:09,956 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:35:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.7718, loss: 2.7718 +2025-05-26 06:44:13,029 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-26 06:52:31,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:52:31,513 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9728 +2025-05-26 06:52:31,515 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8300, top5_acc: 0.9728 +2025-05-26 06:53:35,722 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:36:23, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.7917, loss: 2.7917 +2025-05-26 06:54:18,768 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.8199, loss: 2.8199 +2025-05-26 06:55:01,804 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:34:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.7692, loss: 2.7692 +2025-05-26 06:55:44,851 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:34:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7443, loss: 2.7443 +2025-05-26 06:56:27,898 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:33:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.7290, loss: 2.7290 +2025-05-26 06:57:10,971 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:32:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7061, loss: 2.7061 +2025-05-26 06:57:54,240 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:31:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.9117, loss: 2.9117 +2025-05-26 06:58:37,294 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:30:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.8158, loss: 2.8158 +2025-05-26 06:59:20,497 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:30:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.7667, loss: 2.7667 +2025-05-26 07:00:03,990 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:29:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.8369, loss: 2.8369 +2025-05-26 07:00:47,125 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:28:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.8439, loss: 2.8439 +2025-05-26 07:01:30,206 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:27:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9725, loss_cls: 2.7962, loss: 2.7962 +2025-05-26 07:02:13,294 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:27:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.8996, loss: 2.8996 +2025-05-26 07:02:56,477 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:26:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.7223, loss: 2.7223 +2025-05-26 07:03:39,652 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:25:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.8430, loss: 2.8430 +2025-05-26 07:04:22,779 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.8514, loss: 2.8514 +2025-05-26 07:05:05,825 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:23:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7924, loss: 2.7924 +2025-05-26 07:05:48,889 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:23:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9906, loss_cls: 2.6781, loss: 2.6781 +2025-05-26 07:06:32,134 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:22:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.8016, loss: 2.8016 +2025-05-26 07:07:15,139 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:21:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.8348, loss: 2.8348 +2025-05-26 07:07:58,198 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:20:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.9220, loss: 2.9220 +2025-05-26 07:08:41,296 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:20:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.7962, loss: 2.7962 +2025-05-26 07:09:24,687 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:19:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.8603, loss: 2.8603 +2025-05-26 07:10:07,706 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:18:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9031, loss: 2.9031 +2025-05-26 07:10:50,760 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:17:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8533, loss: 2.8533 +2025-05-26 07:10:53,885 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-26 07:12:10,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:12:10,621 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9726 +2025-05-26 07:12:10,623 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8106, top5_acc: 0.9726 +2025-05-26 07:13:15,070 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:18:08, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.6657, loss: 2.6657 +2025-05-26 07:13:58,055 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:17:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.8581, loss: 2.8581 +2025-05-26 07:14:41,109 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:16:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.7066, loss: 2.7066 +2025-05-26 07:15:24,266 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:15:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8521, loss: 2.8521 +2025-05-26 07:16:07,363 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 12:15:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8015, loss: 2.8015 +2025-05-26 07:16:50,478 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 12:14:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9756, loss_cls: 2.7335, loss: 2.7335 +2025-05-26 07:17:33,539 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 12:13:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.7481, loss: 2.7481 +2025-05-26 07:18:16,719 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 12:12:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.6641, loss: 2.6641 +2025-05-26 07:18:59,892 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 12:11:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.8273, loss: 2.8273 +2025-05-26 07:19:42,940 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 12:11:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.7169, loss: 2.7169 +2025-05-26 07:20:25,967 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 12:10:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7771, loss: 2.7771 +2025-05-26 07:21:08,990 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 12:09:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.7507, loss: 2.7507 +2025-05-26 07:21:52,017 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 12:08:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.7099, loss: 2.7099 +2025-05-26 07:22:35,033 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 12:08:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.7977, loss: 2.7977 +2025-05-26 07:23:18,077 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 12:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.8616, loss: 2.8616 +2025-05-26 07:24:01,085 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 12:06:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8945, loss: 2.8945 +2025-05-26 07:24:44,105 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 12:05:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.8291, loss: 2.8291 +2025-05-26 07:25:27,100 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 12:04:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.8051, loss: 2.8051 +2025-05-26 07:26:10,182 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 12:04:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.8217, loss: 2.8217 +2025-05-26 07:26:53,266 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 12:03:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 2.8184, loss: 2.8184 +2025-05-26 07:27:36,422 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 12:02:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7729, loss: 2.7729 +2025-05-26 07:28:19,545 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 12:01:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8271, loss: 2.8271 +2025-05-26 07:29:02,761 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 12:01:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 2.9336, loss: 2.9336 +2025-05-26 07:29:45,890 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 12:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9850, loss_cls: 2.9264, loss: 2.9264 +2025-05-26 07:30:28,885 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:59:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.7968, loss: 2.7968 +2025-05-26 07:30:31,966 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-26 07:31:48,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:31:48,655 - pyskl - INFO - +top1_acc 0.8392 +top5_acc 0.9776 +2025-05-26 07:31:48,704 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_25.pth was removed +2025-05-26 07:31:49,679 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2025-05-26 07:31:49,680 - pyskl - INFO - Best top1_acc is 0.8392 at 32 epoch. +2025-05-26 07:31:49,682 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8392, top5_acc: 0.9776 +2025-05-26 07:32:53,633 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:59:47, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7188, loss: 2.7188 +2025-05-26 07:33:36,742 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:59:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.7191, loss: 2.7191 +2025-05-26 07:34:19,827 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:58:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.8665, loss: 2.8665 +2025-05-26 07:35:02,893 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:57:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8439, loss: 2.8439 +2025-05-26 07:35:45,940 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:56:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6214, loss: 2.6214 +2025-05-26 07:36:29,022 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:55:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.8228, loss: 2.8228 +2025-05-26 07:37:12,092 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:55:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7575, loss: 2.7575 +2025-05-26 07:37:55,280 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:54:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7570, loss: 2.7570 +2025-05-26 07:38:38,670 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:53:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 2.8308, loss: 2.8308 +2025-05-26 07:39:21,841 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:52:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.8412, loss: 2.8412 +2025-05-26 07:40:04,862 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:52:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8031, loss: 2.8031 +2025-05-26 07:40:47,881 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8328, loss: 2.8328 +2025-05-26 07:41:30,971 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:50:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.7498, loss: 2.7498 +2025-05-26 07:42:14,050 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:49:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.7870, loss: 2.7870 +2025-05-26 07:42:57,305 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:48:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7285, loss: 2.7285 +2025-05-26 07:43:40,330 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.7210, loss: 2.7210 +2025-05-26 07:44:23,341 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:47:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7879, loss: 2.7879 +2025-05-26 07:45:06,492 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:46:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9322, loss: 2.9322 +2025-05-26 07:45:49,602 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:45:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.8421, loss: 2.8421 +2025-05-26 07:46:32,688 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:45:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7543, loss: 2.7543 +2025-05-26 07:47:15,802 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:44:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.8054, loss: 2.8054 +2025-05-26 07:47:58,969 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:43:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.8081, loss: 2.8081 +2025-05-26 07:48:42,181 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:42:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 2.8203, loss: 2.8203 +2025-05-26 07:49:25,361 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:42:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.7697, loss: 2.7697 +2025-05-26 07:50:08,391 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:41:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8241, loss: 2.8241 +2025-05-26 07:50:11,500 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-26 07:51:28,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:51:28,224 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9718 +2025-05-26 07:51:28,226 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8137, top5_acc: 0.9718 +2025-05-26 07:52:32,773 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:41:31, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.8008, loss: 2.8008 +2025-05-26 07:53:15,822 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:40:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.7948, loss: 2.7948 +2025-05-26 07:53:58,876 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:39:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.7879, loss: 2.7879 +2025-05-26 07:54:42,040 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:39:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.7238, loss: 2.7238 +2025-05-26 07:55:25,107 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:38:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.7209, loss: 2.7209 +2025-05-26 07:56:08,410 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:37:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.7309, loss: 2.7309 +2025-05-26 07:56:51,579 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:36:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.6689, loss: 2.6689 +2025-05-26 07:57:34,746 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:36:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6842, loss: 2.6842 +2025-05-26 07:58:18,067 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:35:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 2.8806, loss: 2.8806 +2025-05-26 07:59:01,262 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:34:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.8718, loss: 2.8718 +2025-05-26 07:59:44,240 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:33:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6620, loss: 2.6620 +2025-05-26 08:00:27,166 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.6979, loss: 2.6979 +2025-05-26 08:01:10,322 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:32:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7234, loss: 2.7234 +2025-05-26 08:01:53,449 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 2.8503, loss: 2.8503 +2025-05-26 08:02:36,437 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:30:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.7260, loss: 2.7260 +2025-05-26 08:03:19,466 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:29:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8320, loss: 2.8320 +2025-05-26 08:04:02,469 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7112, loss: 2.7112 +2025-05-26 08:04:45,448 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:28:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.6333, loss: 2.6333 +2025-05-26 08:05:28,544 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:27:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.8341, loss: 2.8341 +2025-05-26 08:06:11,618 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:26:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 2.8787, loss: 2.8787 +2025-05-26 08:06:54,820 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:26:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8259, loss: 2.8259 +2025-05-26 08:07:38,049 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:25:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.6681, loss: 2.6681 +2025-05-26 08:08:21,458 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:24:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.7106, loss: 2.7106 +2025-05-26 08:09:04,741 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:23:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.8265, loss: 2.8265 +2025-05-26 08:09:47,965 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:23:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7256, loss: 2.7256 +2025-05-26 08:09:51,105 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-26 08:11:07,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:11:07,746 - pyskl - INFO - +top1_acc 0.8241 +top5_acc 0.9730 +2025-05-26 08:11:07,749 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8241, top5_acc: 0.9730 +2025-05-26 08:12:12,174 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:23:16, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7378, loss: 2.7378 +2025-05-26 08:12:55,195 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:22:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.6552, loss: 2.6552 +2025-05-26 08:13:38,281 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:21:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.7299, loss: 2.7299 +2025-05-26 08:14:21,324 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:20:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6498, loss: 2.6498 +2025-05-26 08:15:04,450 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:20:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9850, loss_cls: 2.8268, loss: 2.8268 +2025-05-26 08:15:47,542 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:19:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 2.8983, loss: 2.8983 +2025-05-26 08:16:30,621 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:18:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.5991, loss: 2.5991 +2025-05-26 08:17:13,770 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:17:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.6723, loss: 2.6723 +2025-05-26 08:17:57,105 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:17:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.7800, loss: 2.7800 +2025-05-26 08:18:40,331 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:16:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.8051, loss: 2.8051 +2025-05-26 08:19:23,394 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:15:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.8143, loss: 2.8143 +2025-05-26 08:20:06,473 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 11:14:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.7682, loss: 2.7682 +2025-05-26 08:20:49,578 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 11:14:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.7475, loss: 2.7475 +2025-05-26 08:21:32,606 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 11:13:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6934, loss: 2.6934 +2025-05-26 08:22:15,651 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 11:12:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7174, loss: 2.7174 +2025-05-26 08:22:58,742 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 11:11:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6870, loss: 2.6870 +2025-05-26 08:23:41,798 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 11:10:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7863, loss: 2.7863 +2025-05-26 08:24:24,888 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 11:10:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8257, loss: 2.8257 +2025-05-26 08:25:07,918 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 11:09:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.8229, loss: 2.8229 +2025-05-26 08:25:50,986 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 11:08:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 2.8708, loss: 2.8708 +2025-05-26 08:26:34,150 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 11:07:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6468, loss: 2.6468 +2025-05-26 08:27:17,273 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 11:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.7605, loss: 2.7605 +2025-05-26 08:28:00,254 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 11:06:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.7822, loss: 2.7822 +2025-05-26 08:28:43,193 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 11:05:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.7399, loss: 2.7399 +2025-05-26 08:29:26,158 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 11:04:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8182, loss: 2.8182 +2025-05-26 08:29:29,259 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-26 08:37:58,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:37:58,595 - pyskl - INFO - +top1_acc 0.7927 +top5_acc 0.9688 +2025-05-26 08:37:58,597 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7927, top5_acc: 0.9688 +2025-05-26 08:39:02,636 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 11:04:55, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.6228, loss: 2.6228 +2025-05-26 08:39:45,637 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 11:04:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.6773, loss: 2.6773 +2025-05-26 08:40:28,667 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 11:03:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.7323, loss: 2.7323 +2025-05-26 08:41:11,720 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 11:02:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6726, loss: 2.6726 +2025-05-26 08:41:54,717 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 11:01:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.7042, loss: 2.7042 +2025-05-26 08:42:37,760 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 11:01:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.7628, loss: 2.7628 +2025-05-26 08:43:20,867 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 11:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6393, loss: 2.6393 +2025-05-26 08:44:04,027 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:59:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7095, loss: 2.7095 +2025-05-26 08:44:47,120 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:58:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.8558, loss: 2.8558 +2025-05-26 08:45:30,245 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:57:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.6404, loss: 2.6404 +2025-05-26 08:46:13,395 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:57:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.6622, loss: 2.6622 +2025-05-26 08:46:56,625 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:56:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.6765, loss: 2.6765 +2025-05-26 08:47:39,785 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:55:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 2.7436, loss: 2.7436 +2025-05-26 08:48:22,877 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:54:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 08:49:05,976 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:54:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.6168, loss: 2.6168 +2025-05-26 08:49:49,101 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:53:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7427, loss: 2.7427 +2025-05-26 08:50:32,189 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:52:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6814, loss: 2.6814 +2025-05-26 08:51:15,342 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:51:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.7653, loss: 2.7653 +2025-05-26 08:51:58,442 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:51:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.6341, loss: 2.6341 +2025-05-26 08:52:41,595 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8466, loss: 2.8466 +2025-05-26 08:53:24,794 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:49:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8657, loss: 2.8657 +2025-05-26 08:54:08,066 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:48:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.6712, loss: 2.6712 +2025-05-26 08:54:51,292 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:48:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.7252, loss: 2.7252 +2025-05-26 08:55:34,761 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:47:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.7687, loss: 2.7687 +2025-05-26 08:56:17,978 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:46:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.7772, loss: 2.7772 +2025-05-26 08:56:21,058 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-26 08:57:37,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:57:37,902 - pyskl - INFO - +top1_acc 0.8138 +top5_acc 0.9720 +2025-05-26 08:57:37,905 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8138, top5_acc: 0.9720 +2025-05-26 08:58:42,375 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:46:40, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 2.7166, loss: 2.7166 +2025-05-26 08:59:25,461 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:45:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6957, loss: 2.6957 +2025-05-26 09:00:08,654 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:45:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6102, loss: 2.6102 +2025-05-26 09:00:51,560 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:44:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.7327, loss: 2.7327 +2025-05-26 09:01:34,629 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:43:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7256, loss: 2.7256 +2025-05-26 09:02:17,645 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:42:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.6268, loss: 2.6268 +2025-05-26 09:03:00,752 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:42:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.6558, loss: 2.6558 +2025-05-26 09:03:43,736 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.8251, loss: 2.8251 +2025-05-26 09:04:26,781 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:40:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.7553, loss: 2.7553 +2025-05-26 09:05:09,842 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:39:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.6660, loss: 2.6660 +2025-05-26 09:05:53,031 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:38:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.6805, loss: 2.6805 +2025-05-26 09:06:35,867 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:38:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.7527, loss: 2.7527 +2025-05-26 09:07:19,002 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:37:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7167, loss: 2.7167 +2025-05-26 09:08:01,813 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:36:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7259, loss: 2.7259 +2025-05-26 09:08:44,910 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:35:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.7099, loss: 2.7099 +2025-05-26 09:09:27,970 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:35:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6849, loss: 2.6849 +2025-05-26 09:10:10,894 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:34:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.7298, loss: 2.7298 +2025-05-26 09:10:53,910 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:33:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.6701, loss: 2.6701 +2025-05-26 09:11:36,982 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:32:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.7575, loss: 2.7575 +2025-05-26 09:12:19,937 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:32:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.7520, loss: 2.7520 +2025-05-26 09:13:02,998 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:31:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.6215, loss: 2.6215 +2025-05-26 09:13:46,203 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:30:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6676, loss: 2.6676 +2025-05-26 09:14:29,347 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:29:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7243, loss: 2.7243 +2025-05-26 09:15:12,376 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:28:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.6841, loss: 2.6841 +2025-05-26 09:15:55,345 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:28:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 2.6790, loss: 2.6790 +2025-05-26 09:15:58,406 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-26 09:17:14,750 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:17:14,818 - pyskl - INFO - +top1_acc 0.8299 +top5_acc 0.9766 +2025-05-26 09:17:14,820 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8299, top5_acc: 0.9766 +2025-05-26 09:18:19,007 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:28:17, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 2.7215, loss: 2.7215 +2025-05-26 09:19:01,946 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:27:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.5374, loss: 2.5374 +2025-05-26 09:19:44,962 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:26:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6251, loss: 2.6251 +2025-05-26 09:20:27,938 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:25:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8069, loss: 2.8069 +2025-05-26 09:21:10,932 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:25:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.6911, loss: 2.6911 +2025-05-26 09:21:53,878 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:24:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.7428, loss: 2.7428 +2025-05-26 09:22:36,910 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:23:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.7385, loss: 2.7385 +2025-05-26 09:23:19,893 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:22:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.6969, loss: 2.6969 +2025-05-26 09:24:02,874 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:22:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.7345, loss: 2.7345 +2025-05-26 09:24:45,991 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:21:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8830, loss: 2.8830 +2025-05-26 09:25:29,084 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:20:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7278, loss: 2.7278 +2025-05-26 09:26:12,155 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:19:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6766, loss: 2.6766 +2025-05-26 09:26:55,098 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:19:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.6716, loss: 2.6716 +2025-05-26 09:27:38,089 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:18:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.7178, loss: 2.7178 +2025-05-26 09:28:20,935 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:17:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.8740, loss: 2.8740 +2025-05-26 09:29:03,807 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:16:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7121, loss: 2.7121 +2025-05-26 09:29:46,780 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:15:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.6800, loss: 2.6800 +2025-05-26 09:30:29,507 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6120, loss: 2.6120 +2025-05-26 09:31:12,387 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:14:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9912, loss_cls: 2.6995, loss: 2.6995 +2025-05-26 09:31:55,409 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 10:13:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.6993, loss: 2.6993 +2025-05-26 09:32:38,454 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 10:12:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 2.8488, loss: 2.8488 +2025-05-26 09:33:21,598 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 10:12:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.6438, loss: 2.6438 +2025-05-26 09:34:04,762 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 10:11:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 2.8483, loss: 2.8483 +2025-05-26 09:34:47,829 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 10:10:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 2.7063, loss: 2.7063 +2025-05-26 09:35:30,964 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 10:09:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7309, loss: 2.7309 +2025-05-26 09:35:34,055 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-26 09:36:50,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:36:50,601 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9725 +2025-05-26 09:36:50,604 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8031, top5_acc: 0.9725 +2025-05-26 09:37:54,444 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 10:09:50, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7150, loss: 2.7150 +2025-05-26 09:38:37,457 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 10:09:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.6339, loss: 2.6339 +2025-05-26 09:39:20,497 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 10:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.6945, loss: 2.6945 +2025-05-26 09:40:03,579 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 10:07:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6598, loss: 2.6598 +2025-05-26 09:40:46,628 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 10:06:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.7247, loss: 2.7247 +2025-05-26 09:41:29,624 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 10:05:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.8449, loss: 2.8449 +2025-05-26 09:42:12,658 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 10:05:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.7656, loss: 2.7656 +2025-05-26 09:42:55,610 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 10:04:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.7033, loss: 2.7033 +2025-05-26 09:43:38,599 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 10:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6348, loss: 2.6348 +2025-05-26 09:44:21,681 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 10:02:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5896, loss: 2.5896 +2025-05-26 09:45:04,728 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 10:02:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.6845, loss: 2.6845 +2025-05-26 09:45:47,822 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 10:01:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9906, loss_cls: 2.6452, loss: 2.6452 +2025-05-26 09:46:30,897 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 10:00:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 2.7323, loss: 2.7323 +2025-05-26 09:47:13,995 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.6715, loss: 2.6715 +2025-05-26 09:47:57,138 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:59:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.7151, loss: 2.7151 +2025-05-26 09:48:40,280 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:58:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.6621, loss: 2.6621 +2025-05-26 09:49:23,333 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:57:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6018, loss: 2.6018 +2025-05-26 09:50:06,397 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:56:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.6757, loss: 2.6757 +2025-05-26 09:50:49,375 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6843, loss: 2.6843 +2025-05-26 09:51:32,442 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:55:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7280, loss: 2.7280 +2025-05-26 09:52:15,509 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:54:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.6812, loss: 2.6812 +2025-05-26 09:52:58,650 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:53:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7321, loss: 2.7321 +2025-05-26 09:53:41,767 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:52:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.7273, loss: 2.7273 +2025-05-26 09:54:24,991 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:52:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5708, loss: 2.5708 +2025-05-26 09:55:08,424 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:51:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.6912, loss: 2.6912 +2025-05-26 09:55:11,555 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-26 09:56:28,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:56:28,194 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9771 +2025-05-26 09:56:28,247 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_32.pth was removed +2025-05-26 09:56:29,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2025-05-26 09:56:29,365 - pyskl - INFO - Best top1_acc is 0.8500 at 39 epoch. +2025-05-26 09:56:29,368 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8500, top5_acc: 0.9771 +2025-05-26 09:57:33,319 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:51:30, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5693, loss: 2.5693 +2025-05-26 09:58:16,224 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:50:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.5923, loss: 2.5923 +2025-05-26 09:58:59,243 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:49:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.5944, loss: 2.5944 +2025-05-26 09:59:42,246 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:49:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.6997, loss: 2.6997 +2025-05-26 10:00:25,276 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:48:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.6913, loss: 2.6913 +2025-05-26 10:01:08,122 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:47:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6084, loss: 2.6084 +2025-05-26 10:01:51,084 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:46:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6005, loss: 2.6005 +2025-05-26 10:02:34,055 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:46:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.6630, loss: 2.6630 +2025-05-26 10:03:16,986 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:45:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7075, loss: 2.7075 +2025-05-26 10:04:00,086 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:44:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.6764, loss: 2.6764 +2025-05-26 10:04:43,229 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:43:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6479, loss: 2.6479 +2025-05-26 10:05:26,506 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:43:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.6283, loss: 2.6283 +2025-05-26 10:06:09,679 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:42:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.6837, loss: 2.6837 +2025-05-26 10:06:52,696 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:41:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6352, loss: 2.6352 +2025-05-26 10:07:35,736 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:40:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.5658, loss: 2.5658 +2025-05-26 10:08:18,728 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:39:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.7329, loss: 2.7329 +2025-05-26 10:09:01,676 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:39:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.7081, loss: 2.7081 +2025-05-26 10:09:44,975 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:38:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 2.6237, loss: 2.6237 +2025-05-26 10:10:28,018 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:37:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 2.8040, loss: 2.8040 +2025-05-26 10:11:11,082 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:36:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9756, loss_cls: 2.7545, loss: 2.7545 +2025-05-26 10:11:54,335 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:36:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.6856, loss: 2.6856 +2025-05-26 10:12:37,661 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:35:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.4915, loss: 2.4915 +2025-05-26 10:13:20,570 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:34:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.6979, loss: 2.6979 +2025-05-26 10:14:03,487 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:33:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.7057, loss: 2.7057 +2025-05-26 10:14:46,375 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:33:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.6799, loss: 2.6799 +2025-05-26 10:14:49,477 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-26 10:23:22,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:23:22,982 - pyskl - INFO - +top1_acc 0.8332 +top5_acc 0.9740 +2025-05-26 10:23:22,985 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8332, top5_acc: 0.9740 +2025-05-26 10:24:27,248 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:33:08, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5684, loss: 2.5684 +2025-05-26 10:25:10,176 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:32:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.6267, loss: 2.6267 +2025-05-26 10:25:53,193 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:31:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7158, loss: 2.7158 +2025-05-26 10:26:36,209 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:30:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 2.7237, loss: 2.7237 +2025-05-26 10:27:19,174 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:30:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5830, loss: 2.5830 +2025-05-26 10:28:02,174 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:29:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.6968, loss: 2.6968 +2025-05-26 10:28:45,140 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:28:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.6489, loss: 2.6489 +2025-05-26 10:29:28,121 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:27:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.5385, loss: 2.5385 +2025-05-26 10:30:11,146 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:26:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7386, loss: 2.7386 +2025-05-26 10:30:54,144 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:26:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.5605, loss: 2.5605 +2025-05-26 10:31:37,275 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:25:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.7018, loss: 2.7018 +2025-05-26 10:32:20,578 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:24:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.8188, loss: 2.8188 +2025-05-26 10:33:03,815 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:23:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.6944, loss: 2.6944 +2025-05-26 10:33:46,943 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:23:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7253, loss: 2.7253 +2025-05-26 10:34:29,961 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.7365, loss: 2.7365 +2025-05-26 10:35:13,006 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:21:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7314, loss: 2.7314 +2025-05-26 10:35:56,125 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:20:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.6245, loss: 2.6245 +2025-05-26 10:36:39,151 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:20:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.6346, loss: 2.6346 +2025-05-26 10:37:22,236 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:19:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.6931, loss: 2.6931 +2025-05-26 10:38:05,332 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:18:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7135, loss: 2.7135 +2025-05-26 10:38:48,505 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:17:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6708, loss: 2.6708 +2025-05-26 10:39:31,858 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:17:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.6953, loss: 2.6953 +2025-05-26 10:40:15,030 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:16:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.7309, loss: 2.7309 +2025-05-26 10:40:58,103 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:15:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.6671, loss: 2.6671 +2025-05-26 10:41:41,215 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6201, loss: 2.6201 +2025-05-26 10:41:44,317 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-26 10:43:00,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:43:01,063 - pyskl - INFO - +top1_acc 0.8140 +top5_acc 0.9707 +2025-05-26 10:43:01,066 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8140, top5_acc: 0.9707 +2025-05-26 10:44:05,167 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:14:48, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.6165, loss: 2.6165 +2025-05-26 10:44:48,196 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:14:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5534, loss: 2.5534 +2025-05-26 10:45:31,161 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 9:13:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.6293, loss: 2.6293 +2025-05-26 10:46:13,930 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 9:12:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9881, loss_cls: 2.6973, loss: 2.6973 +2025-05-26 10:46:56,878 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 9:11:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6170, loss: 2.6170 +2025-05-26 10:47:39,907 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 9:10:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7170, loss: 2.7170 +2025-05-26 10:48:23,010 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 9:10:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5912, loss: 2.5912 +2025-05-26 10:49:05,932 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 9:09:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.5682, loss: 2.5682 +2025-05-26 10:49:48,901 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 9:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 2.8390, loss: 2.8390 +2025-05-26 10:50:31,883 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 9:07:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6691, loss: 2.6691 +2025-05-26 10:51:15,043 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 9:07:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.6107, loss: 2.6107 +2025-05-26 10:51:58,129 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 9:06:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6157, loss: 2.6157 +2025-05-26 10:52:41,254 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 9:05:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.7094, loss: 2.7094 +2025-05-26 10:53:24,329 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 9:04:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.7396, loss: 2.7396 +2025-05-26 10:54:07,359 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 9:04:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.6090, loss: 2.6090 +2025-05-26 10:54:50,589 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 9:03:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.7582, loss: 2.7582 +2025-05-26 10:55:33,642 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 9:02:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.6537, loss: 2.6537 +2025-05-26 10:56:16,814 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 9:01:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.5697, loss: 2.5697 +2025-05-26 10:56:59,930 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 9:01:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.6712, loss: 2.6712 +2025-05-26 10:57:43,025 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 9:00:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6239, loss: 2.6239 +2025-05-26 10:58:26,131 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:59:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7083, loss: 2.7083 +2025-05-26 10:59:09,275 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:58:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.6933, loss: 2.6933 +2025-05-26 10:59:52,415 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.6899, loss: 2.6899 +2025-05-26 11:00:35,476 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:57:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5880, loss: 2.5880 +2025-05-26 11:01:18,491 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:56:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.5576, loss: 2.5576 +2025-05-26 11:01:21,605 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-26 11:02:38,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:02:38,391 - pyskl - INFO - +top1_acc 0.8353 +top5_acc 0.9773 +2025-05-26 11:02:38,394 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8353, top5_acc: 0.9773 +2025-05-26 11:03:42,370 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:56:27, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5654, loss: 2.5654 +2025-05-26 11:04:25,482 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:55:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.6477, loss: 2.6477 +2025-05-26 11:05:08,585 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:54:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.5396, loss: 2.5396 +2025-05-26 11:05:51,653 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:54:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5414, loss: 2.5414 +2025-05-26 11:06:34,635 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:53:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6399, loss: 2.6399 +2025-05-26 11:07:17,705 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:52:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.6448, loss: 2.6448 +2025-05-26 11:08:00,750 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:51:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6362, loss: 2.6362 +2025-05-26 11:08:43,744 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:51:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5586, loss: 2.5586 +2025-05-26 11:09:26,687 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:50:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.6389, loss: 2.6389 +2025-05-26 11:10:09,726 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:49:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.6147, loss: 2.6147 +2025-05-26 11:10:52,769 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:48:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.5862, loss: 2.5862 +2025-05-26 11:11:35,849 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:48:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.6289, loss: 2.6289 +2025-05-26 11:12:18,950 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:47:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7430, loss: 2.7430 +2025-05-26 11:13:01,955 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:46:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 2.6471, loss: 2.6471 +2025-05-26 11:13:44,992 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:45:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5036, loss: 2.5036 +2025-05-26 11:14:28,060 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:45:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.6115, loss: 2.6115 +2025-05-26 11:15:11,082 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:44:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7122, loss: 2.7122 +2025-05-26 11:15:54,089 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:43:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 2.5791, loss: 2.5791 +2025-05-26 11:16:37,082 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.5950, loss: 2.5950 +2025-05-26 11:17:20,233 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:41:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.7538, loss: 2.7538 +2025-05-26 11:18:03,279 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:41:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.6752, loss: 2.6752 +2025-05-26 11:18:46,370 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:40:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.7635, loss: 2.7635 +2025-05-26 11:19:29,432 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:39:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7007, loss: 2.7007 +2025-05-26 11:20:12,500 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:38:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.6474, loss: 2.6474 +2025-05-26 11:20:55,601 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:38:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.6884, loss: 2.6884 +2025-05-26 11:20:58,716 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-26 11:22:15,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:22:15,697 - pyskl - INFO - +top1_acc 0.8308 +top5_acc 0.9749 +2025-05-26 11:22:15,699 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8308, top5_acc: 0.9749 +2025-05-26 11:23:19,665 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:38:05, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.5979, loss: 2.5979 +2025-05-26 11:24:02,815 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:37:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6002, loss: 2.6002 +2025-05-26 11:24:45,929 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:36:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5613, loss: 2.5613 +2025-05-26 11:25:29,174 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:35:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.5955, loss: 2.5955 +2025-05-26 11:26:12,247 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:35:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.6259, loss: 2.6259 +2025-05-26 11:26:55,357 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:34:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.6578, loss: 2.6578 +2025-05-26 11:27:38,346 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:33:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.5978, loss: 2.5978 +2025-05-26 11:28:21,324 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:32:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.6014, loss: 2.6014 +2025-05-26 11:29:04,265 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:32:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.6327, loss: 2.6327 +2025-05-26 11:29:47,263 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:31:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.6303, loss: 2.6303 +2025-05-26 11:30:30,266 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:30:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5184, loss: 2.5184 +2025-05-26 11:31:13,315 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:29:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.7496, loss: 2.7496 +2025-05-26 11:31:56,720 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:28:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.5498, loss: 2.5498 +2025-05-26 11:32:39,966 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:28:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.7682, loss: 2.7682 +2025-05-26 11:33:23,170 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:27:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.6982, loss: 2.6982 +2025-05-26 11:34:06,321 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:26:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.6709, loss: 2.6709 +2025-05-26 11:34:49,346 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:25:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6560, loss: 2.6560 +2025-05-26 11:35:32,386 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:25:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.5454, loss: 2.5454 +2025-05-26 11:36:15,465 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:24:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.7167, loss: 2.7167 +2025-05-26 11:36:58,564 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:23:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.5898, loss: 2.5898 +2025-05-26 11:37:41,616 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:22:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 2.7146, loss: 2.7146 +2025-05-26 11:38:24,676 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:22:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.5820, loss: 2.5820 +2025-05-26 11:39:07,636 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:21:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5103, loss: 2.5103 +2025-05-26 11:39:50,744 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:20:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.6505, loss: 2.6505 +2025-05-26 11:40:33,703 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:19:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.6220, loss: 2.6220 +2025-05-26 11:40:36,848 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-26 11:41:53,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:41:53,433 - pyskl - INFO - +top1_acc 0.8304 +top5_acc 0.9737 +2025-05-26 11:41:53,436 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8304, top5_acc: 0.9737 +2025-05-26 11:42:57,513 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:19:46, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.6556, loss: 2.6556 +2025-05-26 11:43:40,538 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:19:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.6209, loss: 2.6209 +2025-05-26 11:44:23,738 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:18:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5411, loss: 2.5411 +2025-05-26 11:45:06,950 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:17:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.6037, loss: 2.6037 +2025-05-26 11:45:50,071 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:16:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 2.5844, loss: 2.5844 +2025-05-26 11:46:33,202 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:15:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.6621, loss: 2.6621 +2025-05-26 11:47:16,337 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:15:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5307, loss: 2.5307 +2025-05-26 11:47:59,321 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:14:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5602, loss: 2.5602 +2025-05-26 11:48:42,411 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:13:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.6515, loss: 2.6515 +2025-05-26 11:49:25,566 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 8:12:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.6262, loss: 2.6262 +2025-05-26 11:50:08,663 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 8:12:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.6197, loss: 2.6197 +2025-05-26 11:50:51,735 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 8:11:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.6717, loss: 2.6717 +2025-05-26 11:51:34,824 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 8:10:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.7054, loss: 2.7054 +2025-05-26 11:52:17,845 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 8:09:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6887, loss: 2.6887 +2025-05-26 11:53:00,760 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 8:09:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6149, loss: 2.6149 +2025-05-26 11:53:43,817 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 8:08:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.5792, loss: 2.5792 +2025-05-26 11:54:26,859 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 8:07:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.7060, loss: 2.7060 +2025-05-26 11:55:09,985 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 8:06:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.6220, loss: 2.6220 +2025-05-26 11:55:53,077 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 8:06:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.6674, loss: 2.6674 +2025-05-26 11:56:36,078 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 8:05:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6324, loss: 2.6324 +2025-05-26 11:57:19,080 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 8:04:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6478, loss: 2.6478 +2025-05-26 11:58:01,990 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 8:03:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6147, loss: 2.6147 +2025-05-26 11:58:44,932 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 8:03:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.5169, loss: 2.5169 +2025-05-26 11:59:27,875 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 8:02:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.6310, loss: 2.6310 +2025-05-26 12:00:10,778 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 8:01:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.6781, loss: 2.6781 +2025-05-26 12:00:13,832 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-26 12:09:09,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:09:09,258 - pyskl - INFO - +top1_acc 0.8382 +top5_acc 0.9725 +2025-05-26 12:09:09,261 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8382, top5_acc: 0.9725 +2025-05-26 12:10:14,319 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 8:01:28, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.5557, loss: 2.5557 +2025-05-26 12:10:57,345 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 8:00:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.5433, loss: 2.5433 +2025-05-26 12:11:40,290 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:59:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.6605, loss: 2.6605 +2025-05-26 12:12:23,293 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:59:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.5518, loss: 2.5518 +2025-05-26 12:13:06,392 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:58:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.6159, loss: 2.6159 +2025-05-26 12:13:49,442 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:57:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.5427, loss: 2.5427 +2025-05-26 12:14:32,510 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:56:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.5641, loss: 2.5641 +2025-05-26 12:15:15,558 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:56:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 2.6036, loss: 2.6036 +2025-05-26 12:15:58,541 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:55:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.6347, loss: 2.6347 +2025-05-26 12:16:41,584 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:54:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.6183, loss: 2.6183 +2025-05-26 12:17:24,619 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:53:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6112, loss: 2.6112 +2025-05-26 12:18:07,657 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:53:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.6828, loss: 2.6828 +2025-05-26 12:18:50,710 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:52:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 2.5929, loss: 2.5929 +2025-05-26 12:19:33,830 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:51:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.6226, loss: 2.6226 +2025-05-26 12:20:16,862 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:50:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5717, loss: 2.5717 +2025-05-26 12:20:59,853 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.5574, loss: 2.5574 +2025-05-26 12:21:42,992 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:49:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6060, loss: 2.6060 +2025-05-26 12:22:26,123 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:48:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.6038, loss: 2.6038 +2025-05-26 12:23:09,230 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:47:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.6005, loss: 2.6005 +2025-05-26 12:23:52,196 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:47:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5305, loss: 2.5305 +2025-05-26 12:24:34,971 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:46:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.5706, loss: 2.5706 +2025-05-26 12:25:17,814 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:45:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.5639, loss: 2.5639 +2025-05-26 12:26:00,999 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:44:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.6184, loss: 2.6184 +2025-05-26 12:26:44,074 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:43:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.5122, loss: 2.5122 +2025-05-26 12:27:27,196 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:43:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.7750, loss: 2.7750 +2025-05-26 12:27:30,309 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-26 12:28:46,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:28:47,047 - pyskl - INFO - +top1_acc 0.8424 +top5_acc 0.9782 +2025-05-26 12:28:47,049 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8424, top5_acc: 0.9782 +2025-05-26 12:29:51,494 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:43:07, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.5535, loss: 2.5535 +2025-05-26 12:30:34,534 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:42:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.5973, loss: 2.5973 +2025-05-26 12:31:17,616 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:41:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.5537, loss: 2.5537 +2025-05-26 12:32:00,734 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:40:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.5962, loss: 2.5962 +2025-05-26 12:32:43,773 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:40:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4274, loss: 2.4274 +2025-05-26 12:33:26,914 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:39:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.6274, loss: 2.6274 +2025-05-26 12:34:10,102 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:38:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.5831, loss: 2.5831 +2025-05-26 12:34:53,181 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:37:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.7066, loss: 2.7066 +2025-05-26 12:35:36,368 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:37:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.5295, loss: 2.5295 +2025-05-26 12:36:19,597 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:36:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.6324, loss: 2.6324 +2025-05-26 12:37:02,631 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:35:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.4890, loss: 2.4890 +2025-05-26 12:37:45,803 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:34:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.5783, loss: 2.5783 +2025-05-26 12:38:28,797 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:34:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 2.6351, loss: 2.6351 +2025-05-26 12:39:11,787 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:33:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.5719, loss: 2.5719 +2025-05-26 12:39:54,807 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:32:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.5802, loss: 2.5802 +2025-05-26 12:40:37,863 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:31:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.5865, loss: 2.5865 +2025-05-26 12:41:20,895 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:30:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.6420, loss: 2.6420 +2025-05-26 12:42:03,993 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:30:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.6309, loss: 2.6309 +2025-05-26 12:42:47,091 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:29:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.6925, loss: 2.6925 +2025-05-26 12:43:30,249 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:28:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.5945, loss: 2.5945 +2025-05-26 12:44:13,433 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:27:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.5512, loss: 2.5512 +2025-05-26 12:44:56,578 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:27:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.6688, loss: 2.6688 +2025-05-26 12:45:39,662 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:26:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6137, loss: 2.6137 +2025-05-26 12:46:22,705 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:25:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.6669, loss: 2.6669 +2025-05-26 12:47:05,839 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:24:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 2.6450, loss: 2.6450 +2025-05-26 12:47:08,948 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-26 12:48:25,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:48:25,652 - pyskl - INFO - +top1_acc 0.8406 +top5_acc 0.9757 +2025-05-26 12:48:25,655 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8406, top5_acc: 0.9757 +2025-05-26 12:49:29,849 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:24:49, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.5744, loss: 2.5744 +2025-05-26 12:50:12,920 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:24:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6066, loss: 2.6066 +2025-05-26 12:50:55,972 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:23:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.5591, loss: 2.5591 +2025-05-26 12:51:38,914 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:22:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.5257, loss: 2.5257 +2025-05-26 12:52:21,857 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:21:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.6081, loss: 2.6081 +2025-05-26 12:53:04,862 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:21:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5404, loss: 2.5404 +2025-05-26 12:53:47,865 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:20:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.4981, loss: 2.4981 +2025-05-26 12:54:30,912 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:19:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.5970, loss: 2.5970 +2025-05-26 12:55:13,894 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:18:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.6198, loss: 2.6198 +2025-05-26 12:55:56,883 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:17:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5332, loss: 2.5332 +2025-05-26 12:56:39,991 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:17:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.6286, loss: 2.6286 +2025-05-26 12:57:23,111 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:16:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.6742, loss: 2.6742 +2025-05-26 12:58:06,202 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:15:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.4672, loss: 2.4672 +2025-05-26 12:58:48,960 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:14:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.7223, loss: 2.7223 +2025-05-26 12:59:31,858 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:14:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.5800, loss: 2.5800 +2025-05-26 13:00:14,825 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:13:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.6613, loss: 2.6613 +2025-05-26 13:00:57,998 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 7:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5704, loss: 2.5704 +2025-05-26 13:01:41,173 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 7:11:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.6558, loss: 2.6558 +2025-05-26 13:02:24,169 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 7:11:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6238, loss: 2.6238 +2025-05-26 13:03:07,296 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 7:10:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.5423, loss: 2.5423 +2025-05-26 13:03:50,362 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 7:09:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.5956, loss: 2.5956 +2025-05-26 13:04:33,381 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 7:08:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4589, loss: 2.4589 +2025-05-26 13:05:16,419 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 7:08:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6066, loss: 2.6066 +2025-05-26 13:05:59,476 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 7:07:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.5717, loss: 2.5717 +2025-05-26 13:06:42,401 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 7:06:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.7092, loss: 2.7092 +2025-05-26 13:06:45,467 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-26 13:08:01,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:08:02,055 - pyskl - INFO - +top1_acc 0.8177 +top5_acc 0.9739 +2025-05-26 13:08:02,058 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8177, top5_acc: 0.9739 +2025-05-26 13:09:06,018 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 7:06:26, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.6945, loss: 2.6945 +2025-05-26 13:09:48,939 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 7:05:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5870, loss: 2.5870 +2025-05-26 13:10:31,972 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 7:04:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.4851, loss: 2.4851 +2025-05-26 13:11:15,002 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 7:04:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5513, loss: 2.5513 +2025-05-26 13:11:58,010 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 7:03:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.5355, loss: 2.5355 +2025-05-26 13:12:41,052 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 7:02:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.5973, loss: 2.5973 +2025-05-26 13:13:24,141 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 7:01:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6261, loss: 2.6261 +2025-05-26 13:14:07,243 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 7:01:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.5758, loss: 2.5758 +2025-05-26 13:14:50,393 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 7:00:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.5964, loss: 2.5964 +2025-05-26 13:15:33,456 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:59:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6704, loss: 2.6704 +2025-05-26 13:16:16,654 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:58:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.5588, loss: 2.5588 +2025-05-26 13:16:59,825 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:58:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.6234, loss: 2.6234 +2025-05-26 13:17:42,995 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:57:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 2.6674, loss: 2.6674 +2025-05-26 13:18:26,211 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:56:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.5484, loss: 2.5484 +2025-05-26 13:19:09,325 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.4541, loss: 2.4541 +2025-05-26 13:19:52,522 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:55:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6123, loss: 2.6123 +2025-05-26 13:20:35,698 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:54:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.6510, loss: 2.6510 +2025-05-26 13:21:18,849 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:53:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.5612, loss: 2.5612 +2025-05-26 13:22:01,907 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:52:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.5801, loss: 2.5801 +2025-05-26 13:22:44,879 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:52:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.5861, loss: 2.5861 +2025-05-26 13:23:27,978 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:51:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 2.6516, loss: 2.6516 +2025-05-26 13:24:11,134 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:50:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.6006, loss: 2.6006 +2025-05-26 13:24:54,292 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:49:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.5384, loss: 2.5384 +2025-05-26 13:25:37,481 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:49:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.6189, loss: 2.6189 +2025-05-26 13:26:20,578 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:48:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4558, loss: 2.4558 +2025-05-26 13:26:23,670 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-26 13:27:40,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:27:40,387 - pyskl - INFO - +top1_acc 0.8474 +top5_acc 0.9776 +2025-05-26 13:27:40,390 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8474, top5_acc: 0.9776 +2025-05-26 13:28:44,582 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:48:09, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5365, loss: 2.5365 +2025-05-26 13:29:27,542 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:47:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.6395, loss: 2.6395 +2025-05-26 13:30:10,581 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:46:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.4949, loss: 2.4949 +2025-05-26 13:30:53,562 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:45:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.5506, loss: 2.5506 +2025-05-26 13:31:36,469 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:45:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.4509, loss: 2.4509 +2025-05-26 13:32:19,432 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:44:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5875, loss: 2.5875 +2025-05-26 13:33:02,404 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:43:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.5025, loss: 2.5025 +2025-05-26 13:33:45,410 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:42:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5430, loss: 2.5430 +2025-05-26 13:34:28,461 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:42:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.5643, loss: 2.5643 +2025-05-26 13:35:11,480 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:41:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.5956, loss: 2.5956 +2025-05-26 13:35:54,490 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:40:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5413, loss: 2.5413 +2025-05-26 13:36:37,574 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:39:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.5716, loss: 2.5716 +2025-05-26 13:37:20,488 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:39:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.4770, loss: 2.4770 +2025-05-26 13:38:03,306 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:38:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.4873, loss: 2.4873 +2025-05-26 13:38:46,734 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:37:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.5276, loss: 2.5276 +2025-05-26 13:39:29,894 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:36:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5333, loss: 2.5333 +2025-05-26 13:40:12,921 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:36:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.4436, loss: 2.4436 +2025-05-26 13:40:55,865 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:35:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.6168, loss: 2.6168 +2025-05-26 13:41:38,965 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:34:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.4721, loss: 2.4721 +2025-05-26 13:42:22,247 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:33:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.5496, loss: 2.5496 +2025-05-26 13:43:05,574 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:33:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9812, loss_cls: 2.4178, loss: 2.4178 +2025-05-26 13:43:48,976 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:32:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6071, loss: 2.6071 +2025-05-26 13:44:32,127 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:31:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.6092, loss: 2.6092 +2025-05-26 13:45:15,051 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:30:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6023, loss: 2.6023 +2025-05-26 13:45:58,010 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:30:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.5978, loss: 2.5978 +2025-05-26 13:46:01,039 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-26 13:54:36,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:54:36,697 - pyskl - INFO - +top1_acc 0.8436 +top5_acc 0.9788 +2025-05-26 13:54:36,700 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8436, top5_acc: 0.9788 +2025-05-26 13:55:40,826 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:29:49, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.4359, loss: 2.4359 +2025-05-26 13:56:23,856 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:29:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.3972, loss: 2.3972 +2025-05-26 13:57:07,230 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:28:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5307, loss: 2.5307 +2025-05-26 13:57:50,414 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:27:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4951, loss: 2.4951 +2025-05-26 13:58:33,541 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:26:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4581, loss: 2.4581 +2025-05-26 13:59:16,585 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:26:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.4712, loss: 2.4712 +2025-05-26 13:59:59,722 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:25:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.4886, loss: 2.4886 +2025-05-26 14:00:42,808 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:24:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 14:01:25,937 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:23:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.5227, loss: 2.5227 +2025-05-26 14:02:08,948 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:23:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.5174, loss: 2.5174 +2025-05-26 14:02:51,999 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:22:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.5175, loss: 2.5175 +2025-05-26 14:03:35,110 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:21:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.5599, loss: 2.5599 +2025-05-26 14:04:18,209 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:20:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.4909, loss: 2.4909 +2025-05-26 14:05:01,430 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:20:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.6497, loss: 2.6497 +2025-05-26 14:05:44,601 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:19:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.5793, loss: 2.5793 +2025-05-26 14:06:27,674 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.5208, loss: 2.5208 +2025-05-26 14:07:10,785 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:17:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.5699, loss: 2.5699 +2025-05-26 14:07:54,001 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:17:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.5409, loss: 2.5409 +2025-05-26 14:08:37,174 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:16:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.6317, loss: 2.6317 +2025-05-26 14:09:20,250 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:15:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.5003, loss: 2.5003 +2025-05-26 14:10:03,316 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:14:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.6452, loss: 2.6452 +2025-05-26 14:10:46,469 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:14:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6467, loss: 2.6467 +2025-05-26 14:11:29,718 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:13:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.6051, loss: 2.6051 +2025-05-26 14:12:12,841 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 6:12:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.5725, loss: 2.5725 +2025-05-26 14:12:55,830 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 6:11:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 2.5595, loss: 2.5595 +2025-05-26 14:12:58,945 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-26 14:14:15,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:14:15,669 - pyskl - INFO - +top1_acc 0.8317 +top5_acc 0.9797 +2025-05-26 14:14:15,672 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8317, top5_acc: 0.9797 +2025-05-26 14:15:19,849 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 6:11:32, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5157, loss: 2.5157 +2025-05-26 14:16:02,812 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 6:10:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9800, loss_cls: 2.4681, loss: 2.4681 +2025-05-26 14:16:46,012 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 6:10:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.4497, loss: 2.4497 +2025-05-26 14:17:29,433 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 6:09:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5144, loss: 2.5144 +2025-05-26 14:18:12,610 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 6:08:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.4884, loss: 2.4884 +2025-05-26 14:18:55,761 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 6:07:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.5058, loss: 2.5058 +2025-05-26 14:19:39,025 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 6:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.4931, loss: 2.4931 +2025-05-26 14:20:22,081 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 6:06:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.5788, loss: 2.5788 +2025-05-26 14:21:05,147 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 6:05:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.5774, loss: 2.5774 +2025-05-26 14:21:48,215 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 6:04:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.5562, loss: 2.5562 +2025-05-26 14:22:31,318 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 6:04:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.5947, loss: 2.5947 +2025-05-26 14:23:14,340 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 6:03:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.5476, loss: 2.5476 +2025-05-26 14:23:57,411 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 6:02:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.6248, loss: 2.6248 +2025-05-26 14:24:40,445 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 6:01:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.5379, loss: 2.5379 +2025-05-26 14:25:23,677 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 6:01:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.5186, loss: 2.5186 +2025-05-26 14:26:06,705 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 6:00:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5271, loss: 2.5271 +2025-05-26 14:26:49,829 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:59:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5534, loss: 2.5534 +2025-05-26 14:27:32,962 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:58:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.4658, loss: 2.4658 +2025-05-26 14:28:16,162 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:57:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.5300, loss: 2.5300 +2025-05-26 14:28:59,397 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:57:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.5444, loss: 2.5444 +2025-05-26 14:29:42,574 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:56:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.5409, loss: 2.5409 +2025-05-26 14:30:25,702 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:55:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 2.5090, loss: 2.5090 +2025-05-26 14:31:08,794 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:54:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.5708, loss: 2.5708 +2025-05-26 14:31:51,743 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:54:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5058, loss: 2.5058 +2025-05-26 14:32:34,806 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:53:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.5886, loss: 2.5886 +2025-05-26 14:32:37,871 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-26 14:33:54,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:33:54,694 - pyskl - INFO - +top1_acc 0.8194 +top5_acc 0.9702 +2025-05-26 14:33:54,697 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8194, top5_acc: 0.9702 +2025-05-26 14:34:59,145 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:53:16, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.5052, loss: 2.5052 +2025-05-26 14:35:42,338 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:52:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.4611, loss: 2.4611 +2025-05-26 14:36:25,509 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:51:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.5475, loss: 2.5475 +2025-05-26 14:37:08,553 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:51:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.4154, loss: 2.4154 +2025-05-26 14:37:51,426 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:50:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4917, loss: 2.4917 +2025-05-26 14:38:34,493 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:49:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.4294, loss: 2.4294 +2025-05-26 14:39:17,586 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:48:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.4944, loss: 2.4944 +2025-05-26 14:40:00,740 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:47:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.5974, loss: 2.5974 +2025-05-26 14:40:43,621 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:47:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 2.5475, loss: 2.5475 +2025-05-26 14:41:26,739 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:46:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.4072, loss: 2.4072 +2025-05-26 14:42:09,593 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:45:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.4807, loss: 2.4807 +2025-05-26 14:42:52,804 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:44:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5335, loss: 2.5335 +2025-05-26 14:43:35,950 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:44:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.4844, loss: 2.4844 +2025-05-26 14:44:19,095 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:43:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.6055, loss: 2.6055 +2025-05-26 14:45:02,320 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:42:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.5448, loss: 2.5448 +2025-05-26 14:45:45,424 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:41:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.5299, loss: 2.5299 +2025-05-26 14:46:28,581 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:41:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.5388, loss: 2.5388 +2025-05-26 14:47:11,707 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:40:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.6203, loss: 2.6203 +2025-05-26 14:47:54,809 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:39:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.3921, loss: 2.3921 +2025-05-26 14:48:37,914 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:38:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 2.5428, loss: 2.5428 +2025-05-26 14:49:20,982 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:38:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6468, loss: 2.6468 +2025-05-26 14:50:04,111 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:37:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.5549, loss: 2.5549 +2025-05-26 14:50:47,313 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:36:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.5765, loss: 2.5765 +2025-05-26 14:51:30,638 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:35:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.7016, loss: 2.7016 +2025-05-26 14:52:13,797 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:35:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.4827, loss: 2.4827 +2025-05-26 14:52:16,944 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-26 14:53:33,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:53:33,934 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9752 +2025-05-26 14:53:33,937 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8360, top5_acc: 0.9752 +2025-05-26 14:54:38,542 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:34:59, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.4326, loss: 2.4326 +2025-05-26 14:55:21,627 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.4596, loss: 2.4596 +2025-05-26 14:56:04,576 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:33:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.4731, loss: 2.4731 +2025-05-26 14:56:47,699 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:32:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.4235, loss: 2.4235 +2025-05-26 14:57:30,750 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:31:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.4584, loss: 2.4584 +2025-05-26 14:58:13,758 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:31:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.4652, loss: 2.4652 +2025-05-26 14:58:56,757 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:30:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.4123, loss: 2.4123 +2025-05-26 14:59:39,954 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:29:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.5650, loss: 2.5650 +2025-05-26 15:00:23,195 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:28:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4629, loss: 2.4629 +2025-05-26 15:01:06,206 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:28:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.5836, loss: 2.5836 +2025-05-26 15:01:49,244 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:27:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.5460, loss: 2.5460 +2025-05-26 15:02:32,264 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:26:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.6692, loss: 2.6692 +2025-05-26 15:03:15,330 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:25:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 2.4690, loss: 2.4690 +2025-05-26 15:03:58,379 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:25:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.4820, loss: 2.4820 +2025-05-26 15:04:41,366 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:24:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.5011, loss: 2.5011 +2025-05-26 15:05:24,497 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:23:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.5392, loss: 2.5392 +2025-05-26 15:06:07,585 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:22:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5022, loss: 2.5022 +2025-05-26 15:06:50,621 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:22:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.4343, loss: 2.4343 +2025-05-26 15:07:33,656 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:21:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.3796, loss: 2.3796 +2025-05-26 15:08:16,625 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:20:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.5988, loss: 2.5988 +2025-05-26 15:08:59,722 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:19:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.5929, loss: 2.5929 +2025-05-26 15:09:42,874 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:19:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5007, loss: 2.5007 +2025-05-26 15:10:25,949 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:18:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.5602, loss: 2.5602 +2025-05-26 15:11:08,843 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:17:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4437, loss: 2.4437 +2025-05-26 15:11:51,710 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:16:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.5720, loss: 2.5720 +2025-05-26 15:11:54,800 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-26 15:13:11,770 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:13:11,836 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9723 +2025-05-26 15:13:11,839 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8316, top5_acc: 0.9723 +2025-05-26 15:14:16,091 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:16:39, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.3631, loss: 2.3631 +2025-05-26 15:14:59,170 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:15:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.3410, loss: 2.3410 +2025-05-26 15:15:42,273 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:15:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4569, loss: 2.4569 +2025-05-26 15:16:25,346 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:14:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.5210, loss: 2.5210 +2025-05-26 15:17:08,445 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:13:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.5096, loss: 2.5096 +2025-05-26 15:17:51,582 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.5007, loss: 2.5007 +2025-05-26 15:18:34,715 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 5:12:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.5231, loss: 2.5231 +2025-05-26 15:19:17,786 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 5:11:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.4759, loss: 2.4759 +2025-05-26 15:20:00,886 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 5:10:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5100, loss: 2.5100 +2025-05-26 15:20:43,973 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 5:09:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.5543, loss: 2.5543 +2025-05-26 15:21:27,022 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 5:09:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5030, loss: 2.5030 +2025-05-26 15:22:10,085 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 5:08:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.4919, loss: 2.4919 +2025-05-26 15:22:53,277 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 5:07:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.4427, loss: 2.4427 +2025-05-26 15:23:36,454 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 5:06:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.5458, loss: 2.5458 +2025-05-26 15:24:19,754 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 5:06:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.5280, loss: 2.5280 +2025-05-26 15:25:02,997 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 5:05:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.5963, loss: 2.5963 +2025-05-26 15:25:46,148 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 5:04:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.5874, loss: 2.5874 +2025-05-26 15:26:29,277 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 5:03:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.5524, loss: 2.5524 +2025-05-26 15:27:12,390 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 5:03:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.5176, loss: 2.5176 +2025-05-26 15:27:55,418 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 5:02:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.5172, loss: 2.5172 +2025-05-26 15:28:38,511 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 5:01:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.4445, loss: 2.4445 +2025-05-26 15:29:21,598 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 5:00:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.5237, loss: 2.5237 +2025-05-26 15:30:04,572 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 5:00:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.4557, loss: 2.4557 +2025-05-26 15:30:47,578 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:59:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.4305, loss: 2.4305 +2025-05-26 15:31:30,558 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:58:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.4921, loss: 2.4921 +2025-05-26 15:31:33,644 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-26 15:40:45,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:40:45,680 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9763 +2025-05-26 15:40:45,682 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8320, top5_acc: 0.9763 +2025-05-26 15:41:50,277 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:58:22, time: 0.646, data_time: 0.216, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.4402, loss: 2.4402 +2025-05-26 15:42:33,319 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:57:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.4633, loss: 2.4633 +2025-05-26 15:43:16,256 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:56:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.3925, loss: 2.3925 +2025-05-26 15:43:59,385 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:56:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9912, loss_cls: 2.4572, loss: 2.4572 +2025-05-26 15:44:42,402 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:55:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.5225, loss: 2.5225 +2025-05-26 15:45:25,424 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:54:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.4881, loss: 2.4881 +2025-05-26 15:46:08,453 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:53:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.4598, loss: 2.4598 +2025-05-26 15:46:51,529 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:53:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.4119, loss: 2.4119 +2025-05-26 15:47:34,593 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:52:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.4271, loss: 2.4271 +2025-05-26 15:48:17,559 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:51:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.3692, loss: 2.3692 +2025-05-26 15:49:00,599 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:50:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.5883, loss: 2.5883 +2025-05-26 15:49:43,581 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:50:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 2.5031, loss: 2.5031 +2025-05-26 15:50:26,582 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:49:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.4915, loss: 2.4915 +2025-05-26 15:51:09,686 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:48:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.5842, loss: 2.5842 +2025-05-26 15:51:52,907 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:47:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4566, loss: 2.4566 +2025-05-26 15:52:35,986 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:47:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.6518, loss: 2.6518 +2025-05-26 15:53:19,186 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:46:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.3779, loss: 2.3779 +2025-05-26 15:54:02,313 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:45:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.4533, loss: 2.4533 +2025-05-26 15:54:45,376 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:44:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5243, loss: 2.5243 +2025-05-26 15:55:28,387 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:44:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.6362, loss: 2.6362 +2025-05-26 15:56:11,455 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:43:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.5392, loss: 2.5392 +2025-05-26 15:56:54,537 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:42:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.6559, loss: 2.6559 +2025-05-26 15:57:37,622 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:41:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.4905, loss: 2.4905 +2025-05-26 15:58:20,686 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:41:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3937, loss: 2.3937 +2025-05-26 15:59:03,758 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:40:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.5347, loss: 2.5347 +2025-05-26 15:59:06,891 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-26 16:00:23,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:00:23,783 - pyskl - INFO - +top1_acc 0.8190 +top5_acc 0.9647 +2025-05-26 16:00:23,785 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8190, top5_acc: 0.9647 +2025-05-26 16:01:27,919 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:40:02, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.4332, loss: 2.4332 +2025-05-26 16:02:10,942 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:39:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.3162, loss: 2.3162 +2025-05-26 16:02:53,966 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:38:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.4776, loss: 2.4776 +2025-05-26 16:03:37,062 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:37:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.3612, loss: 2.3612 +2025-05-26 16:04:20,212 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:37:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.4858, loss: 2.4858 +2025-05-26 16:05:03,428 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:36:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.4667, loss: 2.4667 +2025-05-26 16:05:46,854 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:35:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.3286, loss: 2.3286 +2025-05-26 16:06:30,289 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:34:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.4868, loss: 2.4868 +2025-05-26 16:07:13,545 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:34:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.4918, loss: 2.4918 +2025-05-26 16:07:56,591 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.4081, loss: 2.4081 +2025-05-26 16:08:39,702 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:32:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.4097, loss: 2.4097 +2025-05-26 16:09:22,893 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:31:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.4045, loss: 2.4045 +2025-05-26 16:10:06,130 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:31:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.5305, loss: 2.5305 +2025-05-26 16:10:49,323 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:30:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.4753, loss: 2.4753 +2025-05-26 16:11:32,719 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:29:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.5390, loss: 2.5390 +2025-05-26 16:12:15,993 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:28:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.5459, loss: 2.5459 +2025-05-26 16:12:59,108 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:28:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.4763, loss: 2.4763 +2025-05-26 16:13:42,269 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:27:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.3894, loss: 2.3894 +2025-05-26 16:14:25,334 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:26:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.4367, loss: 2.4367 +2025-05-26 16:15:08,441 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:25:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.4576, loss: 2.4576 +2025-05-26 16:15:51,541 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:25:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.5823, loss: 2.5823 +2025-05-26 16:16:34,634 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:24:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.4728, loss: 2.4728 +2025-05-26 16:17:17,831 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:23:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4229, loss: 2.4229 +2025-05-26 16:18:00,984 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:22:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.4603, loss: 2.4603 +2025-05-26 16:18:44,122 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:22:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.5028, loss: 2.5028 +2025-05-26 16:18:47,254 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-26 16:20:03,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:20:04,027 - pyskl - INFO - +top1_acc 0.7866 +top5_acc 0.9532 +2025-05-26 16:20:04,029 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.7866, top5_acc: 0.9532 +2025-05-26 16:21:08,511 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:21:47, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.4085, loss: 2.4085 +2025-05-26 16:21:51,300 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:21:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.5082, loss: 2.5082 +2025-05-26 16:22:34,346 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:20:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.4265, loss: 2.4265 +2025-05-26 16:23:17,498 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:19:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.5182, loss: 2.5182 +2025-05-26 16:24:00,529 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:18:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4026, loss: 2.4026 +2025-05-26 16:24:43,667 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:18:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9812, loss_cls: 2.4331, loss: 2.4331 +2025-05-26 16:25:26,859 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:17:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.2775, loss: 2.2775 +2025-05-26 16:26:09,988 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:16:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.4872, loss: 2.4872 +2025-05-26 16:26:53,186 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:15:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 2.4615, loss: 2.4615 +2025-05-26 16:27:36,387 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:15:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.4290, loss: 2.4290 +2025-05-26 16:28:19,499 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:14:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.4294, loss: 2.4294 +2025-05-26 16:29:02,450 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:13:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 2.5109, loss: 2.5109 +2025-05-26 16:29:45,672 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:12:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5350, loss: 2.5350 +2025-05-26 16:30:29,075 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:12:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.4574, loss: 2.4574 +2025-05-26 16:31:12,435 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 4:11:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.3529, loss: 2.3529 +2025-05-26 16:31:55,684 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 4:10:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.4333, loss: 2.4333 +2025-05-26 16:32:38,716 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 4:09:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.4864, loss: 2.4864 +2025-05-26 16:33:21,903 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 4:09:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.4887, loss: 2.4887 +2025-05-26 16:34:05,104 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 4:08:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.4907, loss: 2.4907 +2025-05-26 16:34:48,229 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 4:07:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.4381, loss: 2.4381 +2025-05-26 16:35:31,365 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 4:06:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5060, loss: 2.5060 +2025-05-26 16:36:14,581 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 4:06:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4516, loss: 2.4516 +2025-05-26 16:36:57,638 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 4:05:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.3825, loss: 2.3825 +2025-05-26 16:37:40,707 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 4:04:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.4367, loss: 2.4367 +2025-05-26 16:38:23,737 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 4:03:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.4865, loss: 2.4865 +2025-05-26 16:38:26,798 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-26 16:39:43,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:39:43,728 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9711 +2025-05-26 16:39:43,730 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8201, top5_acc: 0.9711 +2025-05-26 16:40:48,274 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 4:03:31, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3408, loss: 2.3408 +2025-05-26 16:41:31,245 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 4:02:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3480, loss: 2.3480 +2025-05-26 16:42:14,238 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 4:02:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.3286, loss: 2.3286 +2025-05-26 16:42:57,295 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 4:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.3479, loss: 2.3479 +2025-05-26 16:43:40,382 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 4:00:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.4288, loss: 2.4288 +2025-05-26 16:44:23,517 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:59:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.5003, loss: 2.5003 +2025-05-26 16:45:06,615 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:59:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.3865, loss: 2.3865 +2025-05-26 16:45:49,704 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:58:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.5190, loss: 2.5190 +2025-05-26 16:46:32,705 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:57:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.3863, loss: 2.3863 +2025-05-26 16:47:15,793 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:56:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.4673, loss: 2.4673 +2025-05-26 16:47:58,817 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:56:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.4237, loss: 2.4237 +2025-05-26 16:48:41,795 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:55:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5015, loss: 2.5015 +2025-05-26 16:49:24,885 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:54:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.3613, loss: 2.3613 +2025-05-26 16:50:08,202 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:53:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.4221, loss: 2.4221 +2025-05-26 16:50:51,402 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:53:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.3776, loss: 2.3776 +2025-05-26 16:51:34,482 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:52:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.4024, loss: 2.4024 +2025-05-26 16:52:17,653 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:51:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.4075, loss: 2.4075 +2025-05-26 16:53:00,723 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:50:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.4371, loss: 2.4371 +2025-05-26 16:53:43,867 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:50:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.4876, loss: 2.4876 +2025-05-26 16:54:26,968 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.5065, loss: 2.5065 +2025-05-26 16:55:10,081 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:48:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4962, loss: 2.4962 +2025-05-26 16:55:53,319 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:47:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.4919, loss: 2.4919 +2025-05-26 16:56:36,504 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:47:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.4845, loss: 2.4845 +2025-05-26 16:57:19,618 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:46:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.5188, loss: 2.5188 +2025-05-26 16:58:02,725 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:45:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4085, loss: 2.4085 +2025-05-26 16:58:05,827 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-26 16:59:22,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:59:22,719 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9766 +2025-05-26 16:59:22,721 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8398, top5_acc: 0.9766 +2025-05-26 17:00:27,305 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:45:14, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.3733, loss: 2.3733 +2025-05-26 17:01:10,354 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:44:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4344, loss: 2.4344 +2025-05-26 17:01:53,385 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:43:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.4297, loss: 2.4297 +2025-05-26 17:02:36,418 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:42:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4393, loss: 2.4393 +2025-05-26 17:03:19,442 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:42:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.3746, loss: 2.3746 +2025-05-26 17:04:02,544 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:41:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.5636, loss: 2.5636 +2025-05-26 17:04:45,589 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:40:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.3540, loss: 2.3540 +2025-05-26 17:05:28,630 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:39:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3634, loss: 2.3634 +2025-05-26 17:06:11,677 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:39:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.3421, loss: 2.3421 +2025-05-26 17:06:54,776 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.3740, loss: 2.3740 +2025-05-26 17:07:37,861 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:37:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.4794, loss: 2.4794 +2025-05-26 17:08:20,930 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:36:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.3519, loss: 2.3519 +2025-05-26 17:09:04,018 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:36:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4794, loss: 2.4794 +2025-05-26 17:09:47,327 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:35:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.4396, loss: 2.4396 +2025-05-26 17:10:30,700 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:34:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4653, loss: 2.4653 +2025-05-26 17:11:13,825 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:33:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.3903, loss: 2.3903 +2025-05-26 17:11:56,889 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:33:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.4739, loss: 2.4739 +2025-05-26 17:12:40,433 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:32:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.5281, loss: 2.5281 +2025-05-26 17:13:24,101 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:31:46, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.4759, loss: 2.4759 +2025-05-26 17:14:07,757 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:31:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.4986, loss: 2.4986 +2025-05-26 17:14:51,343 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:30:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.4507, loss: 2.4507 +2025-05-26 17:15:35,052 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:29:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.4244, loss: 2.4244 +2025-05-26 17:16:18,516 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:28:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4303, loss: 2.4303 +2025-05-26 17:17:01,942 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:28:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.4602, loss: 2.4602 +2025-05-26 17:17:45,456 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:27:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.3893, loss: 2.3893 +2025-05-26 17:17:48,607 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-26 17:26:56,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:26:57,044 - pyskl - INFO - +top1_acc 0.8376 +top5_acc 0.9758 +2025-05-26 17:26:57,046 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8376, top5_acc: 0.9758 +2025-05-26 17:28:01,523 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:27:01, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.3822, loss: 2.3822 +2025-05-26 17:28:44,747 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:26:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.3064, loss: 2.3064 +2025-05-26 17:29:28,053 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:25:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.2779, loss: 2.2779 +2025-05-26 17:30:11,346 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:24:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.4698, loss: 2.4698 +2025-05-26 17:30:54,447 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:24:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.5432, loss: 2.5432 +2025-05-26 17:31:37,582 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:23:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.4480, loss: 2.4480 +2025-05-26 17:32:20,681 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:22:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.4579, loss: 2.4579 +2025-05-26 17:33:03,811 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:21:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.4002, loss: 2.4002 +2025-05-26 17:33:46,978 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:21:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.4533, loss: 2.4533 +2025-05-26 17:34:30,194 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:20:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.4246, loss: 2.4246 +2025-05-26 17:35:13,378 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:19:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 2.4412, loss: 2.4412 +2025-05-26 17:35:56,442 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:18:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.3711, loss: 2.3711 +2025-05-26 17:36:39,591 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:18:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.3673, loss: 2.3673 +2025-05-26 17:37:22,685 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:17:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.4317, loss: 2.4317 +2025-05-26 17:38:05,942 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:16:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.3852, loss: 2.3852 +2025-05-26 17:38:49,036 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:15:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4090, loss: 2.4090 +2025-05-26 17:39:32,178 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:15:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.4359, loss: 2.4359 +2025-05-26 17:40:15,250 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:14:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.4006, loss: 2.4006 +2025-05-26 17:40:58,418 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:13:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.3715, loss: 2.3715 +2025-05-26 17:41:41,582 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:12:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3191, loss: 2.3191 +2025-05-26 17:42:25,223 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:12:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.3769, loss: 2.3769 +2025-05-26 17:43:08,583 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 3:11:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.4723, loss: 2.4723 +2025-05-26 17:43:51,961 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 3:10:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.3697, loss: 2.3697 +2025-05-26 17:44:35,121 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 3:09:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.4547, loss: 2.4547 +2025-05-26 17:45:18,162 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 3:09:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.4151, loss: 2.4151 +2025-05-26 17:45:21,258 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-26 17:46:37,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:46:37,888 - pyskl - INFO - +top1_acc 0.8637 +top5_acc 0.9760 +2025-05-26 17:46:37,940 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_39.pth was removed +2025-05-26 17:46:39,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-05-26 17:46:39,041 - pyskl - INFO - Best top1_acc is 0.8637 at 61 epoch. +2025-05-26 17:46:39,043 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8637, top5_acc: 0.9760 +2025-05-26 17:47:43,589 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 3:08:47, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3339, loss: 2.3339 +2025-05-26 17:48:26,693 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 3:08:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.4006, loss: 2.4006 +2025-05-26 17:49:09,829 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 3:07:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.3940, loss: 2.3940 +2025-05-26 17:49:52,948 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 3:06:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.3588, loss: 2.3588 +2025-05-26 17:50:36,069 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 3:05:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.4237, loss: 2.4237 +2025-05-26 17:51:19,187 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 3:05:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.4526, loss: 2.4526 +2025-05-26 17:52:02,334 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 3:04:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2792, loss: 2.2792 +2025-05-26 17:52:45,363 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 3:03:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.3449, loss: 2.3449 +2025-05-26 17:53:28,377 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 3:02:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.3970, loss: 2.3970 +2025-05-26 17:54:11,558 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 3:02:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.4314, loss: 2.4314 +2025-05-26 17:54:54,801 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 3:01:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.4106, loss: 2.4106 +2025-05-26 17:55:38,057 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 3:00:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.3789, loss: 2.3789 +2025-05-26 17:56:21,442 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:59:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.4064, loss: 2.4064 +2025-05-26 17:57:04,870 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:59:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.3682, loss: 2.3682 +2025-05-26 17:57:48,082 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:58:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.4408, loss: 2.4408 +2025-05-26 17:58:31,262 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:57:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.3830, loss: 2.3830 +2025-05-26 17:59:14,394 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:56:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3349, loss: 2.3349 +2025-05-26 17:59:57,525 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:56:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.4591, loss: 2.4591 +2025-05-26 18:00:40,639 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:55:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.3640, loss: 2.3640 +2025-05-26 18:01:23,750 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:54:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.3537, loss: 2.3537 +2025-05-26 18:02:06,881 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:53:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 2.4592, loss: 2.4592 +2025-05-26 18:02:50,031 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:53:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.4211, loss: 2.4211 +2025-05-26 18:03:33,245 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:52:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.3850, loss: 2.3850 +2025-05-26 18:04:16,374 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:51:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.4408, loss: 2.4408 +2025-05-26 18:04:59,450 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:50:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.2790, loss: 2.2790 +2025-05-26 18:05:02,633 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-26 18:06:19,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:06:19,251 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9726 +2025-05-26 18:06:19,253 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8360, top5_acc: 0.9726 +2025-05-26 18:07:24,006 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:50:31, time: 0.647, data_time: 0.216, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.4139, loss: 2.4139 +2025-05-26 18:08:07,202 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:49:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.3692, loss: 2.3692 +2025-05-26 18:08:50,350 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:49:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9962, loss_cls: 2.2044, loss: 2.2044 +2025-05-26 18:09:33,479 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:48:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.5047, loss: 2.5047 +2025-05-26 18:10:16,595 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:47:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.3415, loss: 2.3415 +2025-05-26 18:10:59,640 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:46:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.2661, loss: 2.2661 +2025-05-26 18:11:42,653 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:46:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.3425, loss: 2.3425 +2025-05-26 18:12:25,731 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:45:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.3861, loss: 2.3861 +2025-05-26 18:13:08,814 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:44:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.5343, loss: 2.5343 +2025-05-26 18:13:51,890 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:43:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.3713, loss: 2.3713 +2025-05-26 18:14:34,953 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:43:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4098, loss: 2.4098 +2025-05-26 18:15:18,121 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:42:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.4081, loss: 2.4081 +2025-05-26 18:16:01,322 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:41:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3060, loss: 2.3060 +2025-05-26 18:16:44,559 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:40:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.3710, loss: 2.3710 +2025-05-26 18:17:27,765 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:40:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.4034, loss: 2.4034 +2025-05-26 18:18:11,030 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:39:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.3578, loss: 2.3578 +2025-05-26 18:18:54,119 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:38:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.3486, loss: 2.3486 +2025-05-26 18:19:37,107 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.4355, loss: 2.4355 +2025-05-26 18:20:20,101 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:37:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.4312, loss: 2.4312 +2025-05-26 18:21:03,322 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:36:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.3407, loss: 2.3407 +2025-05-26 18:21:46,553 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:35:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.3988, loss: 2.3988 +2025-05-26 18:22:29,795 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:34:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.3833, loss: 2.3833 +2025-05-26 18:23:13,129 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:34:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.3816, loss: 2.3816 +2025-05-26 18:23:56,293 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:33:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.3392, loss: 2.3392 +2025-05-26 18:24:39,459 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:32:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.4508, loss: 2.4508 +2025-05-26 18:24:42,534 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-26 18:25:59,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:25:59,346 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9795 +2025-05-26 18:25:59,349 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8592, top5_acc: 0.9795 +2025-05-26 18:27:03,253 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:32:14, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 2.3050, loss: 2.3050 +2025-05-26 18:27:46,257 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:31:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.3188, loss: 2.3188 +2025-05-26 18:28:29,289 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.3482, loss: 2.3482 +2025-05-26 18:29:12,313 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:29:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.3670, loss: 2.3670 +2025-05-26 18:29:55,330 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:29:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.3734, loss: 2.3734 +2025-05-26 18:30:38,430 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:28:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3556, loss: 2.3556 +2025-05-26 18:31:21,521 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:27:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 2.3164, loss: 2.3164 +2025-05-26 18:32:04,682 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:26:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.4189, loss: 2.4189 +2025-05-26 18:32:47,786 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:26:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3111, loss: 2.3111 +2025-05-26 18:33:30,775 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:25:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3999, loss: 2.3999 +2025-05-26 18:34:13,915 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.2685, loss: 2.2685 +2025-05-26 18:34:56,942 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:24:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.3715, loss: 2.3715 +2025-05-26 18:35:39,965 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:23:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.4305, loss: 2.4305 +2025-05-26 18:36:23,107 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:22:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.3042, loss: 2.3042 +2025-05-26 18:37:06,250 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:21:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.4444, loss: 2.4444 +2025-05-26 18:37:49,322 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:21:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.4945, loss: 2.4945 +2025-05-26 18:38:32,407 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:20:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.4011, loss: 2.4011 +2025-05-26 18:39:15,489 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:19:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.4299, loss: 2.4299 +2025-05-26 18:39:58,694 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:18:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.3931, loss: 2.3931 +2025-05-26 18:40:41,958 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:18:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.3187, loss: 2.3187 +2025-05-26 18:41:25,241 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:17:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4117, loss: 2.4117 +2025-05-26 18:42:08,453 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:16:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4117, loss: 2.4117 +2025-05-26 18:42:51,542 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:15:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.4258, loss: 2.4258 +2025-05-26 18:43:34,672 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:15:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.2769, loss: 2.2769 +2025-05-26 18:44:17,758 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:14:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.3712, loss: 2.3712 +2025-05-26 18:44:20,875 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-26 18:45:37,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:45:37,617 - pyskl - INFO - +top1_acc 0.8078 +top5_acc 0.9735 +2025-05-26 18:45:37,620 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8078, top5_acc: 0.9735 +2025-05-26 18:46:41,510 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:13:55, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.5317, loss: 2.5317 +2025-05-26 18:47:24,581 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:13:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.3532, loss: 2.3532 +2025-05-26 18:48:07,669 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:12:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.2517, loss: 2.2517 +2025-05-26 18:48:50,668 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:11:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4441, loss: 2.4441 +2025-05-26 18:49:33,692 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 2:10:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3752, loss: 2.3752 +2025-05-26 18:50:16,683 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 2:10:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 2.3537, loss: 2.3537 +2025-05-26 18:50:59,714 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 2:09:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.3443, loss: 2.3443 +2025-05-26 18:51:42,755 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 2:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.3464, loss: 2.3464 +2025-05-26 18:52:25,772 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 2:07:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3675, loss: 2.3675 +2025-05-26 18:53:08,793 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 2:07:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.2740, loss: 2.2740 +2025-05-26 18:53:51,849 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 2:06:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.3180, loss: 2.3180 +2025-05-26 18:54:34,905 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 2:05:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.3999, loss: 2.3999 +2025-05-26 18:55:17,875 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 2:04:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.3370, loss: 2.3370 +2025-05-26 18:56:00,948 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 2:04:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.3607, loss: 2.3607 +2025-05-26 18:56:44,041 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 2:03:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3012, loss: 2.3012 +2025-05-26 18:57:27,226 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 2:02:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.4467, loss: 2.4467 +2025-05-26 18:58:10,384 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 2:01:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 2.3829, loss: 2.3829 +2025-05-26 18:58:53,576 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 2:01:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.2915, loss: 2.2915 +2025-05-26 18:59:36,565 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 2:00:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.2891, loss: 2.2891 +2025-05-26 19:00:19,657 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:59:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9800, loss_cls: 2.3900, loss: 2.3900 +2025-05-26 19:01:02,617 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:58:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.3944, loss: 2.3944 +2025-05-26 19:01:45,611 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:58:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.3245, loss: 2.3245 +2025-05-26 19:02:28,733 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:57:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.3616, loss: 2.3616 +2025-05-26 19:03:11,883 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:56:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.3604, loss: 2.3604 +2025-05-26 19:03:54,912 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:55:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.3835, loss: 2.3835 +2025-05-26 19:03:57,999 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-26 19:12:59,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:12:59,162 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9776 +2025-05-26 19:12:59,165 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8496, top5_acc: 0.9776 +2025-05-26 19:14:03,186 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:55:35, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.3547, loss: 2.3547 +2025-05-26 19:14:46,110 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:54:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.3821, loss: 2.3821 +2025-05-26 19:15:29,165 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:54:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.2110, loss: 2.2110 +2025-05-26 19:16:12,240 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:53:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.3537, loss: 2.3537 +2025-05-26 19:16:55,274 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:52:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.2408, loss: 2.2408 +2025-05-26 19:17:38,213 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:51:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.3017, loss: 2.3017 +2025-05-26 19:18:21,213 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:51:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.4482, loss: 2.4482 +2025-05-26 19:19:04,209 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:50:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.3383, loss: 2.3383 +2025-05-26 19:19:47,286 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:49:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.3158, loss: 2.3158 +2025-05-26 19:20:30,298 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.2921, loss: 2.2921 +2025-05-26 19:21:13,285 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:48:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.2965, loss: 2.2965 +2025-05-26 19:21:56,345 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:47:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.2628, loss: 2.2628 +2025-05-26 19:22:39,446 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:46:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9912, loss_cls: 2.4670, loss: 2.4670 +2025-05-26 19:23:22,502 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:45:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.3580, loss: 2.3580 +2025-05-26 19:24:05,620 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:45:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.3428, loss: 2.3428 +2025-05-26 19:24:48,866 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:44:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.3591, loss: 2.3591 +2025-05-26 19:25:31,926 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:43:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.1756, loss: 2.1756 +2025-05-26 19:26:14,959 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:42:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.3133, loss: 2.3133 +2025-05-26 19:26:58,017 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:42:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.2953, loss: 2.2953 +2025-05-26 19:27:41,176 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:41:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.3506, loss: 2.3506 +2025-05-26 19:28:24,372 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:40:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.3404, loss: 2.3404 +2025-05-26 19:29:07,537 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:39:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.3802, loss: 2.3802 +2025-05-26 19:29:50,619 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:39:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.2707, loss: 2.2707 +2025-05-26 19:30:33,798 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:38:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.2675, loss: 2.2675 +2025-05-26 19:31:16,974 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:37:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.2443, loss: 2.2443 +2025-05-26 19:31:20,084 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-26 19:32:36,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:32:36,651 - pyskl - INFO - +top1_acc 0.8162 +top5_acc 0.9722 +2025-05-26 19:32:36,653 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8162, top5_acc: 0.9722 +2025-05-26 19:33:41,622 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:37:16, time: 0.650, data_time: 0.214, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.2312, loss: 2.2312 +2025-05-26 19:34:24,761 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:36:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.2871, loss: 2.2871 +2025-05-26 19:35:07,857 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:35:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2615, loss: 2.2615 +2025-05-26 19:35:50,844 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:35:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.2731, loss: 2.2731 +2025-05-26 19:36:33,860 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:34:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.3969, loss: 2.3969 +2025-05-26 19:37:16,879 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:33:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.4031, loss: 2.4031 +2025-05-26 19:37:59,841 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:32:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.3268, loss: 2.3268 +2025-05-26 19:38:42,905 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:32:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.3645, loss: 2.3645 +2025-05-26 19:39:25,952 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:31:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.3877, loss: 2.3877 +2025-05-26 19:40:09,001 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:30:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.4361, loss: 2.4361 +2025-05-26 19:40:51,981 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:29:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 2.4248, loss: 2.4248 +2025-05-26 19:41:35,006 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:29:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4215, loss: 2.4215 +2025-05-26 19:42:18,109 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:28:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.3567, loss: 2.3567 +2025-05-26 19:43:01,227 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:27:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.4137, loss: 2.4137 +2025-05-26 19:43:44,363 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:26:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.3810, loss: 2.3810 +2025-05-26 19:44:27,738 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:26:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.3406, loss: 2.3406 +2025-05-26 19:45:10,830 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:25:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.3399, loss: 2.3399 +2025-05-26 19:45:53,917 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:24:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3903, loss: 2.3903 +2025-05-26 19:46:36,972 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:23:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.4547, loss: 2.4547 +2025-05-26 19:47:20,279 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:23:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.3455, loss: 2.3455 +2025-05-26 19:48:03,413 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:22:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.3407, loss: 2.3407 +2025-05-26 19:48:46,538 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:21:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.3185, loss: 2.3185 +2025-05-26 19:49:29,650 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:20:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.3933, loss: 2.3933 +2025-05-26 19:50:12,771 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:20:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.2909, loss: 2.2909 +2025-05-26 19:50:55,953 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:19:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.3316, loss: 2.3316 +2025-05-26 19:50:59,061 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-26 19:52:15,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:52:15,861 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9785 +2025-05-26 19:52:15,863 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8541, top5_acc: 0.9785 +2025-05-26 19:53:20,400 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:18:58, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.2148, loss: 2.2148 +2025-05-26 19:54:03,607 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:18:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2048, loss: 2.2048 +2025-05-26 19:54:46,835 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:17:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.3019, loss: 2.3019 +2025-05-26 19:55:30,102 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:16:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.1966, loss: 2.1966 +2025-05-26 19:56:13,282 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:16:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.2430, loss: 2.2430 +2025-05-26 19:56:56,718 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:15:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2692, loss: 2.2692 +2025-05-26 19:57:40,129 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:14:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3080, loss: 2.3080 +2025-05-26 19:58:23,281 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:13:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.3986, loss: 2.3986 +2025-05-26 19:59:06,374 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:13:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.3658, loss: 2.3658 +2025-05-26 19:59:49,375 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:12:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3045, loss: 2.3045 +2025-05-26 20:00:32,493 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:11:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.3227, loss: 2.3227 +2025-05-26 20:01:15,590 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 1:10:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9800, loss_cls: 2.3727, loss: 2.3727 +2025-05-26 20:01:58,651 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 1:10:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.1955, loss: 2.1955 +2025-05-26 20:02:41,793 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 1:09:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.4274, loss: 2.4274 +2025-05-26 20:03:24,957 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 1:08:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.2904, loss: 2.2904 +2025-05-26 20:04:08,126 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 1:07:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.3071, loss: 2.3071 +2025-05-26 20:04:51,226 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 1:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.3131, loss: 2.3131 +2025-05-26 20:05:34,314 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 1:06:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.3675, loss: 2.3675 +2025-05-26 20:06:17,445 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 1:05:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.3008, loss: 2.3008 +2025-05-26 20:07:00,633 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 1:04:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.3141, loss: 2.3141 +2025-05-26 20:07:43,814 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 1:04:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.2973, loss: 2.2973 +2025-05-26 20:08:26,813 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 1:03:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.3217, loss: 2.3217 +2025-05-26 20:09:09,937 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 1:02:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.3119, loss: 2.3119 +2025-05-26 20:09:53,190 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 1:01:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.3737, loss: 2.3737 +2025-05-26 20:10:36,404 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 1:01:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.1897, loss: 2.1897 +2025-05-26 20:10:39,479 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-26 20:11:56,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:11:56,415 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9757 +2025-05-26 20:11:56,417 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8320, top5_acc: 0.9757 +2025-05-26 20:13:00,197 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 1:00:41, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.2858, loss: 2.2858 +2025-05-26 20:13:43,209 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:59:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.2817, loss: 2.2817 +2025-05-26 20:14:26,205 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:59:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.3091, loss: 2.3091 +2025-05-26 20:15:13,508 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:58:31, time: 0.473, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.2754, loss: 2.2754 +2025-05-26 20:15:59,582 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:57:50, time: 0.461, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.2815, loss: 2.2815 +2025-05-26 20:16:46,693 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:57:10, time: 0.471, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2296, loss: 2.2296 +2025-05-26 20:17:31,169 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:56:27, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.3391, loss: 2.3391 +2025-05-26 20:18:14,258 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:55:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.3147, loss: 2.3147 +2025-05-26 20:18:57,348 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:54:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.2817, loss: 2.2817 +2025-05-26 20:19:40,532 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:54:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.2958, loss: 2.2958 +2025-05-26 20:20:23,625 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:53:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.4227, loss: 2.4227 +2025-05-26 20:21:06,774 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:52:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2806, loss: 2.2806 +2025-05-26 20:21:49,941 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:51:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.3476, loss: 2.3476 +2025-05-26 20:22:33,105 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:51:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.2422, loss: 2.2422 +2025-05-26 20:23:16,250 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:50:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.2153, loss: 2.2153 +2025-05-26 20:23:59,386 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:49:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.2592, loss: 2.2592 +2025-05-26 20:24:42,479 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:49:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.3808, loss: 2.3808 +2025-05-26 20:25:25,675 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:48:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.2402, loss: 2.2402 +2025-05-26 20:26:08,721 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:47:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9950, loss_cls: 2.2224, loss: 2.2224 +2025-05-26 20:26:51,797 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.3308, loss: 2.3308 +2025-05-26 20:27:34,910 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:46:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2362, loss: 2.2362 +2025-05-26 20:28:17,811 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:45:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.2597, loss: 2.2597 +2025-05-26 20:29:00,679 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:44:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.2308, loss: 2.2308 +2025-05-26 20:29:43,745 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:43:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.3175, loss: 2.3175 +2025-05-26 20:30:26,872 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:43:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.3877, loss: 2.3877 +2025-05-26 20:30:29,962 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-26 20:31:47,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:31:47,136 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9747 +2025-05-26 20:31:47,139 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8334, top5_acc: 0.9747 +2025-05-26 20:32:51,163 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:42:36, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.2448, loss: 2.2448 +2025-05-26 20:33:34,160 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.1551, loss: 2.1551 +2025-05-26 20:34:17,198 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:41:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2470, loss: 2.2470 +2025-05-26 20:35:00,241 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:40:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.2362, loss: 2.2362 +2025-05-26 20:35:43,325 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:39:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.3512, loss: 2.3512 +2025-05-26 20:36:26,343 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:38:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2763, loss: 2.2763 +2025-05-26 20:37:09,352 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:38:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2047, loss: 2.2047 +2025-05-26 20:37:52,523 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:37:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.3377, loss: 2.3377 +2025-05-26 20:38:35,738 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:36:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.3310, loss: 2.3310 +2025-05-26 20:39:18,943 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:35:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.3226, loss: 2.3226 +2025-05-26 20:40:02,029 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:35:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.3270, loss: 2.3270 +2025-05-26 20:40:45,121 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:34:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.3139, loss: 2.3139 +2025-05-26 20:41:28,322 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:33:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.2938, loss: 2.2938 +2025-05-26 20:42:11,700 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:32:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.4300, loss: 2.4300 +2025-05-26 20:42:55,016 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:32:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 2.2844, loss: 2.2844 +2025-05-26 20:43:38,038 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:31:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2091, loss: 2.2091 +2025-05-26 20:44:21,058 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:30:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.2765, loss: 2.2765 +2025-05-26 20:45:04,042 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:29:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2077, loss: 2.2077 +2025-05-26 20:45:47,131 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:29:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2793, loss: 2.2793 +2025-05-26 20:46:30,110 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:28:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 2.3299, loss: 2.3299 +2025-05-26 20:47:13,125 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:27:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.2444, loss: 2.2444 +2025-05-26 20:47:56,110 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:26:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.3449, loss: 2.3449 +2025-05-26 20:48:39,074 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:26:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.3544, loss: 2.3544 +2025-05-26 20:49:22,202 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:25:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.3350, loss: 2.3350 +2025-05-26 20:50:05,270 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:24:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.2703, loss: 2.2703 +2025-05-26 20:50:08,413 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-26 20:58:43,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:58:43,188 - pyskl - INFO - +top1_acc 0.8448 +top5_acc 0.9765 +2025-05-26 20:58:43,191 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8448, top5_acc: 0.9765 +2025-05-26 20:59:47,230 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:24:17, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0912, loss: 2.0912 +2025-05-26 21:00:30,339 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:23:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.2656, loss: 2.2656 +2025-05-26 21:01:13,320 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:22:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.1475, loss: 2.1475 +2025-05-26 21:01:56,480 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:22:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.2395, loss: 2.2395 +2025-05-26 21:02:39,557 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:21:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2495, loss: 2.2495 +2025-05-26 21:03:22,651 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:20:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.1194, loss: 2.1194 +2025-05-26 21:04:05,771 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:19:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.2682, loss: 2.2682 +2025-05-26 21:04:48,913 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:19:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.2212, loss: 2.2212 +2025-05-26 21:05:31,975 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:18:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.2479, loss: 2.2479 +2025-05-26 21:06:15,149 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:17:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2015, loss: 2.2015 +2025-05-26 21:06:58,280 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:16:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.3274, loss: 2.3274 +2025-05-26 21:07:41,434 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:16:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.4120, loss: 2.4120 +2025-05-26 21:08:24,622 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:15:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.2597, loss: 2.2597 +2025-05-26 21:09:07,762 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:14:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.2661, loss: 2.2661 +2025-05-26 21:09:50,888 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:13:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.2260, loss: 2.2260 +2025-05-26 21:10:34,056 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:13:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.2752, loss: 2.2752 +2025-05-26 21:11:17,157 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:12:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 2.3183, loss: 2.3183 +2025-05-26 21:12:00,140 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:11:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.3505, loss: 2.3505 +2025-05-26 21:12:43,074 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:10:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.3517, loss: 2.3517 +2025-05-26 21:13:26,121 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 1 day, 0:10:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.3333, loss: 2.3333 +2025-05-26 21:14:09,101 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 1 day, 0:09:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1747, loss: 2.1747 +2025-05-26 21:14:52,129 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 1 day, 0:08:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.2809, loss: 2.2809 +2025-05-26 21:15:35,056 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 1 day, 0:07:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.3414, loss: 2.3414 +2025-05-26 21:16:18,018 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 1 day, 0:07:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3366, loss: 2.3366 +2025-05-26 21:17:00,939 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 1 day, 0:06:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.2512, loss: 2.2512 +2025-05-26 21:17:04,051 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-26 21:18:20,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:18:20,812 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9785 +2025-05-26 21:18:20,814 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8553, top5_acc: 0.9785 +2025-05-26 21:19:25,069 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 1 day, 0:05:57, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.1112, loss: 2.1112 +2025-05-26 21:20:08,127 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 1 day, 0:05:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.1529, loss: 2.1529 +2025-05-26 21:20:51,124 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 1 day, 0:04:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.1938, loss: 2.1938 +2025-05-26 21:21:34,193 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 1 day, 0:03:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.2655, loss: 2.2655 +2025-05-26 21:22:17,276 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 1 day, 0:02:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.2271, loss: 2.2271 +2025-05-26 21:23:00,349 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 1 day, 0:02:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.1954, loss: 2.1954 +2025-05-26 21:23:43,346 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 1 day, 0:01:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.2049, loss: 2.2049 +2025-05-26 21:24:26,282 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 1 day, 0:00:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.2131, loss: 2.2131 +2025-05-26 21:25:09,298 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:59:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.2189, loss: 2.2189 +2025-05-26 21:25:52,325 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:59:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1073, loss: 2.1073 +2025-05-26 21:26:35,385 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:58:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.2674, loss: 2.2674 +2025-05-26 21:27:18,494 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:57:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.2390, loss: 2.2390 +2025-05-26 21:28:01,521 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:57:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3145, loss: 2.3145 +2025-05-26 21:28:44,588 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:56:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.3441, loss: 2.3441 +2025-05-26 21:29:27,725 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:55:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3097, loss: 2.3097 +2025-05-26 21:30:10,784 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:54:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.3786, loss: 2.3786 +2025-05-26 21:30:53,983 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:54:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2015, loss: 2.2015 +2025-05-26 21:31:37,125 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:53:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.2984, loss: 2.2984 +2025-05-26 21:32:20,127 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.2897, loss: 2.2897 +2025-05-26 21:33:03,288 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:51:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.2913, loss: 2.2913 +2025-05-26 21:33:46,484 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:51:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.2091, loss: 2.2091 +2025-05-26 21:34:29,562 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:50:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.1572, loss: 2.1572 +2025-05-26 21:35:12,594 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:49:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.4207, loss: 2.4207 +2025-05-26 21:35:55,565 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:48:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.3455, loss: 2.3455 +2025-05-26 21:36:38,667 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:48:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.2875, loss: 2.2875 +2025-05-26 21:36:41,742 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-26 21:37:59,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:37:59,433 - pyskl - INFO - +top1_acc 0.8365 +top5_acc 0.9769 +2025-05-26 21:37:59,436 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8365, top5_acc: 0.9769 +2025-05-26 21:39:03,785 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:47:38, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.1930, loss: 2.1930 +2025-05-26 21:39:46,682 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:46:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1517, loss: 2.1517 +2025-05-26 21:40:29,731 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:46:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.1148, loss: 2.1148 +2025-05-26 21:41:12,729 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:45:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.2078, loss: 2.2078 +2025-05-26 21:41:55,726 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:44:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.1938, loss: 2.1938 +2025-05-26 21:42:38,751 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:43:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.1767, loss: 2.1767 +2025-05-26 21:43:21,743 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:43:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.1528, loss: 2.1528 +2025-05-26 21:44:04,762 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:42:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.2592, loss: 2.2592 +2025-05-26 21:44:47,854 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:41:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.1936, loss: 2.1936 +2025-05-26 21:45:30,895 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:40:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.2307, loss: 2.2307 +2025-05-26 21:46:14,043 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:40:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.2554, loss: 2.2554 +2025-05-26 21:46:57,159 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:39:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.2620, loss: 2.2620 +2025-05-26 21:47:40,212 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:38:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2286, loss: 2.2286 +2025-05-26 21:48:23,246 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:37:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.1763, loss: 2.1763 +2025-05-26 21:49:06,400 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:37:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.1107, loss: 2.1107 +2025-05-26 21:49:49,617 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:36:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.2225, loss: 2.2225 +2025-05-26 21:50:32,748 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:35:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 2.2056, loss: 2.2056 +2025-05-26 21:51:15,843 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:34:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 2.2752, loss: 2.2752 +2025-05-26 21:51:58,802 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:34:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.1434, loss: 2.1434 +2025-05-26 21:52:41,930 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:33:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.3001, loss: 2.3001 +2025-05-26 21:53:25,074 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:32:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.3065, loss: 2.3065 +2025-05-26 21:54:08,230 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:32:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.2512, loss: 2.2512 +2025-05-26 21:54:51,234 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:31:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.2816, loss: 2.2816 +2025-05-26 21:55:34,241 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:30:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2338, loss: 2.2338 +2025-05-26 21:56:17,210 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:29:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.2262, loss: 2.2262 +2025-05-26 21:56:20,299 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-26 21:57:36,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:57:37,004 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9770 +2025-05-26 21:57:37,007 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8467, top5_acc: 0.9770 +2025-05-26 21:58:41,532 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:29:18, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.1910, loss: 2.1910 +2025-05-26 21:59:24,643 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:28:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.1965, loss: 2.1965 +2025-05-26 22:00:07,825 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:27:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.1752, loss: 2.1752 +2025-05-26 22:00:50,846 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:27:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9831, loss_cls: 2.1847, loss: 2.1847 +2025-05-26 22:01:33,937 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.1781, loss: 2.1781 +2025-05-26 22:02:17,013 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:25:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.1574, loss: 2.1574 +2025-05-26 22:03:00,146 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:24:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.3515, loss: 2.3515 +2025-05-26 22:03:43,252 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:24:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.1825, loss: 2.1825 +2025-05-26 22:04:26,321 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:23:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.1892, loss: 2.1892 +2025-05-26 22:05:09,370 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:22:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.1347, loss: 2.1347 +2025-05-26 22:05:52,461 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:21:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.2724, loss: 2.2724 +2025-05-26 22:06:35,542 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:21:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.2380, loss: 2.2380 +2025-05-26 22:07:18,606 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:20:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.2315, loss: 2.2315 +2025-05-26 22:08:01,701 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:19:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.1475, loss: 2.1475 +2025-05-26 22:08:44,905 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:18:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.2831, loss: 2.2831 +2025-05-26 22:09:28,135 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:18:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.1386, loss: 2.1386 +2025-05-26 22:10:11,226 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:17:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.1737, loss: 2.1737 +2025-05-26 22:10:54,316 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:16:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 2.2319, loss: 2.2319 +2025-05-26 22:11:37,438 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:15:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.2096, loss: 2.2096 +2025-05-26 22:12:20,611 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:15:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.2547, loss: 2.2547 +2025-05-26 22:13:03,696 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:14:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.2392, loss: 2.2392 +2025-05-26 22:13:46,886 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:13:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.3295, loss: 2.3295 +2025-05-26 22:14:30,021 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:12:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.1801, loss: 2.1801 +2025-05-26 22:15:13,065 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:12:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.3402, loss: 2.3402 +2025-05-26 22:15:56,076 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:11:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.2001, loss: 2.2001 +2025-05-26 22:15:59,152 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-26 22:17:15,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:17:15,763 - pyskl - INFO - +top1_acc 0.8536 +top5_acc 0.9794 +2025-05-26 22:17:15,766 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8536, top5_acc: 0.9794 +2025-05-26 22:18:19,950 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:10:59, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2246, loss: 2.2246 +2025-05-26 22:19:02,917 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 23:10:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.1909, loss: 2.1909 +2025-05-26 22:19:45,941 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 23:09:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.1527, loss: 2.1527 +2025-05-26 22:20:28,940 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 23:08:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.0943, loss: 2.0943 +2025-05-26 22:21:11,905 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 23:08:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.2510, loss: 2.2510 +2025-05-26 22:21:54,955 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 23:07:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.2073, loss: 2.2073 +2025-05-26 22:22:37,860 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 23:06:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 2.2526, loss: 2.2526 +2025-05-26 22:23:20,636 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 23:05:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 2.0870, loss: 2.0870 +2025-05-26 22:24:03,674 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 23:05:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.1597, loss: 2.1597 +2025-05-26 22:24:46,613 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 23:04:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.1719, loss: 2.1719 +2025-05-26 22:25:29,621 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 23:03:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.2035, loss: 2.2035 +2025-05-26 22:26:13,290 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 23:02:48, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2215, loss: 2.2215 +2025-05-26 22:26:56,758 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 23:02:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.2464, loss: 2.2464 +2025-05-26 22:27:40,264 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 23:01:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.1572, loss: 2.1572 +2025-05-26 22:28:24,008 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 23:00:36, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.2593, loss: 2.2593 +2025-05-26 22:29:07,519 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:59:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.1594, loss: 2.1594 +2025-05-26 22:29:50,920 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:59:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.1399, loss: 2.1399 +2025-05-26 22:30:34,232 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:58:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.2609, loss: 2.2609 +2025-05-26 22:31:17,544 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:57:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.1045, loss: 2.1045 +2025-05-26 22:32:01,161 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:56:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2249, loss: 2.2249 +2025-05-26 22:32:44,803 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:56:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.2491, loss: 2.2491 +2025-05-26 22:33:28,527 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:55:26, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.1465, loss: 2.1465 +2025-05-26 22:34:12,158 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:54:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.1047, loss: 2.1047 +2025-05-26 22:34:55,617 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:53:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.2663, loss: 2.2663 +2025-05-26 22:35:39,077 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:53:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.1969, loss: 2.1969 +2025-05-26 22:35:42,346 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-26 22:44:57,241 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:44:57,307 - pyskl - INFO - +top1_acc 0.8584 +top5_acc 0.9794 +2025-05-26 22:44:57,310 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8584, top5_acc: 0.9794 +2025-05-26 22:46:01,563 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:52:45, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.0531, loss: 2.0531 +2025-05-26 22:46:44,551 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:52:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.1700, loss: 2.1700 +2025-05-26 22:47:27,553 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.1730, loss: 2.1730 +2025-05-26 22:48:10,617 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:50:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 2.2700, loss: 2.2700 +2025-05-26 22:48:53,704 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:49:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.1092, loss: 2.1092 +2025-05-26 22:49:36,738 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:49:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.2043, loss: 2.2043 +2025-05-26 22:50:19,853 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:48:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.1217, loss: 2.1217 +2025-05-26 22:51:02,936 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:47:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2035, loss: 2.2035 +2025-05-26 22:51:46,035 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:46:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.2339, loss: 2.2339 +2025-05-26 22:52:29,199 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:46:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 2.1677, loss: 2.1677 +2025-05-26 22:53:12,310 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:45:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.1780, loss: 2.1780 +2025-05-26 22:53:55,383 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:44:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.1895, loss: 2.1895 +2025-05-26 22:54:38,542 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:43:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.1098, loss: 2.1098 +2025-05-26 22:55:21,672 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:43:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.1884, loss: 2.1884 +2025-05-26 22:56:04,788 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:42:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.1224, loss: 2.1224 +2025-05-26 22:56:47,833 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:41:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.2649, loss: 2.2649 +2025-05-26 22:57:31,099 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:40:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 2.1301, loss: 2.1301 +2025-05-26 22:58:14,417 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:40:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.1849, loss: 2.1849 +2025-05-26 22:58:57,725 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:39:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.1717, loss: 2.1717 +2025-05-26 22:59:40,914 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:38:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.1176, loss: 2.1176 +2025-05-26 23:00:24,029 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:37:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2111, loss: 2.2111 +2025-05-26 23:01:07,158 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:37:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.1390, loss: 2.1390 +2025-05-26 23:01:50,204 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:36:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.1542, loss: 2.1542 +2025-05-26 23:02:33,140 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:35:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.2441, loss: 2.2441 +2025-05-26 23:03:16,154 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:34:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.0745, loss: 2.0745 +2025-05-26 23:03:19,208 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-26 23:04:35,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:04:35,582 - pyskl - INFO - +top1_acc 0.8518 +top5_acc 0.9795 +2025-05-26 23:04:35,585 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8518, top5_acc: 0.9795 +2025-05-26 23:05:39,421 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:34:26, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2261, loss: 2.2261 +2025-05-26 23:06:22,367 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:33:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9844, loss_cls: 2.1578, loss: 2.1578 +2025-05-26 23:07:05,381 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:32:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.0784, loss: 2.0784 +2025-05-26 23:07:48,439 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:32:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.1237, loss: 2.1237 +2025-05-26 23:08:31,495 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:31:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.0430, loss: 2.0430 +2025-05-26 23:09:14,527 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:30:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1498, loss: 2.1498 +2025-05-26 23:09:57,705 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:29:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.0966, loss: 2.0966 +2025-05-26 23:10:40,839 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:29:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.1887, loss: 2.1887 +2025-05-26 23:11:24,004 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:28:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.0644, loss: 2.0644 +2025-05-26 23:12:07,023 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:27:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.2414, loss: 2.2414 +2025-05-26 23:12:50,111 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:27:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.1506, loss: 2.1506 +2025-05-26 23:13:33,037 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:26:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.1809, loss: 2.1809 +2025-05-26 23:14:16,199 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:25:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.1470, loss: 2.1470 +2025-05-26 23:14:59,336 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:24:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.1955, loss: 2.1955 +2025-05-26 23:15:42,409 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:24:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.1505, loss: 2.1505 +2025-05-26 23:16:25,389 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:23:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.2764, loss: 2.2764 +2025-05-26 23:17:08,630 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:22:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.2756, loss: 2.2756 +2025-05-26 23:17:51,694 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:21:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.2408, loss: 2.2408 +2025-05-26 23:18:34,834 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:21:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.1677, loss: 2.1677 +2025-05-26 23:19:17,914 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:20:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.1743, loss: 2.1743 +2025-05-26 23:20:01,000 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:19:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.1864, loss: 2.1864 +2025-05-26 23:20:44,045 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:18:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1358, loss: 2.1358 +2025-05-26 23:21:27,053 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:18:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.0881, loss: 2.0881 +2025-05-26 23:22:09,974 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:17:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.2440, loss: 2.2440 +2025-05-26 23:22:52,995 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:16:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.1724, loss: 2.1724 +2025-05-26 23:22:55,982 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-26 23:24:12,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:24:12,420 - pyskl - INFO - +top1_acc 0.8446 +top5_acc 0.9772 +2025-05-26 23:24:12,422 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8446, top5_acc: 0.9772 +2025-05-26 23:25:16,221 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:16:06, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0902, loss: 2.0902 +2025-05-26 23:25:59,229 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:15:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.1989, loss: 2.1989 +2025-05-26 23:26:42,228 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:14:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1028, loss: 2.1028 +2025-05-26 23:27:25,176 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:13:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.1688, loss: 2.1688 +2025-05-26 23:28:08,247 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:13:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.1418, loss: 2.1418 +2025-05-26 23:28:51,240 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:12:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.1663, loss: 2.1663 +2025-05-26 23:29:34,248 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:11:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.0497, loss: 2.0497 +2025-05-26 23:30:17,237 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:10:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.2286, loss: 2.2286 +2025-05-26 23:31:00,318 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:10:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.2062, loss: 2.2062 +2025-05-26 23:31:43,402 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 22:09:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.1793, loss: 2.1793 +2025-05-26 23:32:26,543 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 22:08:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.0922, loss: 2.0922 +2025-05-26 23:33:09,542 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 22:07:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0400, loss: 2.0400 +2025-05-26 23:33:52,616 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 22:07:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.1243, loss: 2.1243 +2025-05-26 23:34:35,700 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 22:06:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.1779, loss: 2.1779 +2025-05-26 23:35:18,770 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 22:05:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1645, loss: 2.1645 +2025-05-26 23:36:02,085 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 22:04:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.1066, loss: 2.1066 +2025-05-26 23:36:45,393 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 22:04:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.2014, loss: 2.2014 +2025-05-26 23:37:28,543 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 22:03:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.1901, loss: 2.1901 +2025-05-26 23:38:11,650 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 22:02:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.0618, loss: 2.0618 +2025-05-26 23:38:54,653 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 22:01:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.2205, loss: 2.2205 +2025-05-26 23:39:37,638 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 22:01:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.1473, loss: 2.1473 +2025-05-26 23:40:20,693 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 22:00:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.2461, loss: 2.2461 +2025-05-26 23:41:03,596 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:59:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.1475, loss: 2.1475 +2025-05-26 23:41:46,673 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:59:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 2.0883, loss: 2.0883 +2025-05-26 23:42:29,744 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:58:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.1529, loss: 2.1529 +2025-05-26 23:42:32,778 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-26 23:43:49,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:43:49,473 - pyskl - INFO - +top1_acc 0.8426 +top5_acc 0.9751 +2025-05-26 23:43:49,475 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8426, top5_acc: 0.9751 +2025-05-26 23:44:53,388 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:57:46, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9831, loss_cls: 2.2421, loss: 2.2421 +2025-05-26 23:45:36,459 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:57:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.0208, loss: 2.0208 +2025-05-26 23:46:19,526 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:56:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.0581, loss: 2.0581 +2025-05-26 23:47:02,682 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:55:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.0333, loss: 2.0333 +2025-05-26 23:47:45,865 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:54:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0403, loss: 2.0403 +2025-05-26 23:48:28,969 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:54:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0764, loss: 2.0764 +2025-05-26 23:49:12,090 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:53:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.0988, loss: 2.0988 +2025-05-26 23:49:55,134 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:52:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.2000, loss: 2.2000 +2025-05-26 23:50:38,213 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:51:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.2706, loss: 2.2706 +2025-05-26 23:51:21,313 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:51:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1330, loss: 2.1330 +2025-05-26 23:52:04,416 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:50:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.0619, loss: 2.0619 +2025-05-26 23:52:47,422 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:49:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.1916, loss: 2.1916 +2025-05-26 23:53:30,531 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:48:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2023, loss: 2.2023 +2025-05-26 23:54:13,590 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:48:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.0508, loss: 2.0508 +2025-05-26 23:54:56,617 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:47:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.1610, loss: 2.1610 +2025-05-26 23:55:40,069 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:46:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.2735, loss: 2.2735 +2025-05-26 23:56:23,482 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:45:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.1934, loss: 2.1934 +2025-05-26 23:57:06,673 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:45:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.1750, loss: 2.1750 +2025-05-26 23:57:49,727 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:44:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.1001, loss: 2.1001 +2025-05-26 23:58:32,791 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:43:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.1072, loss: 2.1072 +2025-05-26 23:59:15,965 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:42:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.2389, loss: 2.2389 +2025-05-26 23:59:59,117 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:42:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.1236, loss: 2.1236 +2025-05-27 00:00:42,224 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:41:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.1506, loss: 2.1506 +2025-05-27 00:01:25,313 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:40:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.1862, loss: 2.1862 +2025-05-27 00:02:08,405 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:39:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.1245, loss: 2.1245 +2025-05-27 00:02:11,442 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-27 00:03:28,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:03:28,167 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9774 +2025-05-27 00:03:28,221 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_61.pth was removed +2025-05-27 00:03:29,221 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-05-27 00:03:29,221 - pyskl - INFO - Best top1_acc is 0.8695 at 79 epoch. +2025-05-27 00:03:29,224 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8695, top5_acc: 0.9774 +2025-05-27 00:04:32,917 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:39:27, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.9486, loss: 1.9486 +2025-05-27 00:05:15,962 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:38:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.9724, loss: 1.9724 +2025-05-27 00:05:59,021 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:37:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.0739, loss: 2.0739 +2025-05-27 00:06:42,074 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:37:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1812, loss: 2.1812 +2025-05-27 00:07:25,166 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:36:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.0469, loss: 2.0469 +2025-05-27 00:08:08,289 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:35:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.0243, loss: 2.0243 +2025-05-27 00:08:51,417 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:35:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.0990, loss: 2.0990 +2025-05-27 00:09:34,537 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:34:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 2.1085, loss: 2.1085 +2025-05-27 00:10:17,731 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:33:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1129, loss: 2.1129 +2025-05-27 00:11:01,382 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:32:47, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.1310, loss: 2.1310 +2025-05-27 00:11:44,759 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:32:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.1540, loss: 2.1540 +2025-05-27 00:12:28,274 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:31:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.1394, loss: 2.1394 +2025-05-27 00:13:11,494 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:30:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.0579, loss: 2.0579 +2025-05-27 00:13:54,602 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:29:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.1201, loss: 2.1201 +2025-05-27 00:14:37,703 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:29:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.1633, loss: 2.1633 +2025-05-27 00:15:20,898 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:28:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.1102, loss: 2.1102 +2025-05-27 00:16:04,057 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:27:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.1058, loss: 2.1058 +2025-05-27 00:16:47,214 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:26:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.1303, loss: 2.1303 +2025-05-27 00:17:30,266 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:26:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.1207, loss: 2.1207 +2025-05-27 00:18:13,355 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:25:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 2.1675, loss: 2.1675 +2025-05-27 00:18:56,368 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.0718, loss: 2.0718 +2025-05-27 00:19:39,330 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:23:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.1930, loss: 2.1930 +2025-05-27 00:20:22,337 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:23:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.2335, loss: 2.2335 +2025-05-27 00:21:05,386 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.0342, loss: 2.0342 +2025-05-27 00:21:48,461 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:21:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.1099, loss: 2.1099 +2025-05-27 00:21:51,517 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-27 00:31:07,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:31:07,178 - pyskl - INFO - +top1_acc 0.8532 +top5_acc 0.9795 +2025-05-27 00:31:07,181 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8532, top5_acc: 0.9795 +2025-05-27 00:32:11,167 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:21:09, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.9528, loss: 1.9528 +2025-05-27 00:32:54,185 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:20:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.0798, loss: 2.0798 +2025-05-27 00:33:37,201 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:19:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.1018, loss: 2.1018 +2025-05-27 00:34:20,229 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:18:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.0279, loss: 2.0279 +2025-05-27 00:35:03,249 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:18:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.0806, loss: 2.0806 +2025-05-27 00:35:46,360 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:17:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.1300, loss: 2.1300 +2025-05-27 00:36:29,434 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:16:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.1259, loss: 2.1259 +2025-05-27 00:37:12,507 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:15:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.1916, loss: 2.1916 +2025-05-27 00:37:55,445 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:15:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.0754, loss: 2.0754 +2025-05-27 00:38:38,469 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:14:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.1221, loss: 2.1221 +2025-05-27 00:39:21,396 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:13:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.1009, loss: 2.1009 +2025-05-27 00:40:04,344 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:12:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.1406, loss: 2.1406 +2025-05-27 00:40:47,282 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:12:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.0293, loss: 2.0293 +2025-05-27 00:41:30,212 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:11:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.1858, loss: 2.1858 +2025-05-27 00:42:13,212 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:10:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.1558, loss: 2.1558 +2025-05-27 00:42:56,095 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:10:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0350, loss: 2.0350 +2025-05-27 00:43:39,142 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 21:09:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.0951, loss: 2.0951 +2025-05-27 00:44:22,087 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 21:08:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.0619, loss: 2.0619 +2025-05-27 00:45:05,085 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 21:07:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0703, loss: 2.0703 +2025-05-27 00:45:48,030 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 21:07:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.0631, loss: 2.0631 +2025-05-27 00:46:31,014 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 21:06:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.0682, loss: 2.0682 +2025-05-27 00:47:14,085 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 21:05:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.1612, loss: 2.1612 +2025-05-27 00:47:57,142 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 21:04:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.1864, loss: 2.1864 +2025-05-27 00:48:40,105 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 21:04:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.0885, loss: 2.0885 +2025-05-27 00:49:23,148 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 21:03:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.1417, loss: 2.1417 +2025-05-27 00:49:26,193 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-27 00:50:42,682 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:50:42,749 - pyskl - INFO - +top1_acc 0.8529 +top5_acc 0.9805 +2025-05-27 00:50:42,752 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8529, top5_acc: 0.9805 +2025-05-27 00:51:47,040 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 21:02:48, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.0783, loss: 2.0783 +2025-05-27 00:52:30,026 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 21:02:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.0262, loss: 2.0262 +2025-05-27 00:53:13,072 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 21:01:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0123, loss: 2.0123 +2025-05-27 00:53:56,120 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 21:00:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.1440, loss: 2.1440 +2025-05-27 00:54:39,235 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.0286, loss: 2.0286 +2025-05-27 00:55:22,361 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:59:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.0792, loss: 2.0792 +2025-05-27 00:56:05,458 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:58:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.0438, loss: 2.0438 +2025-05-27 00:56:48,547 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:57:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.0277, loss: 2.0277 +2025-05-27 00:57:31,595 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:56:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.1298, loss: 2.1298 +2025-05-27 00:58:14,643 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:56:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.0340, loss: 2.0340 +2025-05-27 00:58:57,678 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:55:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.0468, loss: 2.0468 +2025-05-27 00:59:40,789 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:54:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0250, loss: 2.0250 +2025-05-27 01:00:23,929 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:53:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1219, loss: 2.1219 +2025-05-27 01:01:07,022 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:53:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.0574, loss: 2.0574 +2025-05-27 01:01:50,173 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:52:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.0914, loss: 2.0914 +2025-05-27 01:02:33,270 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:51:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.1352, loss: 2.1352 +2025-05-27 01:03:16,341 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:50:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.0451, loss: 2.0451 +2025-05-27 01:03:59,522 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:50:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0736, loss: 2.0736 +2025-05-27 01:04:42,777 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:49:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.0536, loss: 2.0536 +2025-05-27 01:05:26,130 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:48:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.0630, loss: 2.0630 +2025-05-27 01:06:09,361 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:47:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 2.0939, loss: 2.0939 +2025-05-27 01:06:52,538 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:47:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0418, loss: 2.0418 +2025-05-27 01:07:35,649 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:46:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.1174, loss: 2.1174 +2025-05-27 01:08:18,862 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:45:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.0817, loss: 2.0817 +2025-05-27 01:09:02,001 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:45:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.0404, loss: 2.0404 +2025-05-27 01:09:05,138 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-27 01:10:21,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:10:22,056 - pyskl - INFO - +top1_acc 0.8515 +top5_acc 0.9739 +2025-05-27 01:10:22,059 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8515, top5_acc: 0.9739 +2025-05-27 01:11:26,396 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:44:30, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.9844, loss: 1.9844 +2025-05-27 01:12:09,457 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:43:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.0079, loss: 2.0079 +2025-05-27 01:12:52,522 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:43:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0456, loss: 2.0456 +2025-05-27 01:13:35,543 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:42:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9228, loss: 1.9228 +2025-05-27 01:14:18,628 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:41:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.9995, loss: 1.9995 +2025-05-27 01:15:01,725 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:40:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.1318, loss: 2.1318 +2025-05-27 01:15:44,751 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:40:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 1.9683, loss: 1.9683 +2025-05-27 01:16:27,852 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:39:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0041, loss: 2.0041 +2025-05-27 01:17:10,989 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:38:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.0065, loss: 2.0065 +2025-05-27 01:17:54,059 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:37:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.0445, loss: 2.0445 +2025-05-27 01:18:37,097 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.0717, loss: 2.0717 +2025-05-27 01:19:20,117 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:36:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.0995, loss: 2.0995 +2025-05-27 01:20:03,178 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:35:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.0574, loss: 2.0574 +2025-05-27 01:20:46,308 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:34:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.1447, loss: 2.1447 +2025-05-27 01:21:29,531 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:34:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.0973, loss: 2.0973 +2025-05-27 01:22:12,721 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:33:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.1025, loss: 2.1025 +2025-05-27 01:22:55,934 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:32:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.0742, loss: 2.0742 +2025-05-27 01:23:39,102 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:31:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.0432, loss: 2.0432 +2025-05-27 01:24:22,214 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:31:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.0176, loss: 2.0176 +2025-05-27 01:25:05,313 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:30:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.1064, loss: 2.1064 +2025-05-27 01:25:48,430 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:29:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.1219, loss: 2.1219 +2025-05-27 01:26:31,433 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:28:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.1088, loss: 2.1088 +2025-05-27 01:27:14,441 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:28:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.0491, loss: 2.0491 +2025-05-27 01:27:57,513 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:27:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.0502, loss: 2.0502 +2025-05-27 01:28:40,541 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:26:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.1260, loss: 2.1260 +2025-05-27 01:28:43,624 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-27 01:30:00,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:30:00,282 - pyskl - INFO - +top1_acc 0.8629 +top5_acc 0.9782 +2025-05-27 01:30:00,285 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8629, top5_acc: 0.9782 +2025-05-27 01:31:04,444 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:26:11, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 1.9889, loss: 1.9889 +2025-05-27 01:31:47,430 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:25:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.8513, loss: 1.8513 +2025-05-27 01:32:30,453 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:24:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.1082, loss: 2.1082 +2025-05-27 01:33:13,661 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:23:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.0703, loss: 2.0703 +2025-05-27 01:33:57,092 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:23:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.0365, loss: 2.0365 +2025-05-27 01:34:40,319 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:22:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.0495, loss: 2.0495 +2025-05-27 01:35:23,383 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:21:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.1139, loss: 2.1139 +2025-05-27 01:36:06,429 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:21:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.0245, loss: 2.0245 +2025-05-27 01:36:49,498 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:20:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.9585, loss: 1.9585 +2025-05-27 01:37:32,573 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:19:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.0254, loss: 2.0254 +2025-05-27 01:38:15,543 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:18:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 1.9802, loss: 1.9802 +2025-05-27 01:38:58,560 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:18:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.0783, loss: 2.0783 +2025-05-27 01:39:41,563 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:17:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.0612, loss: 2.0612 +2025-05-27 01:40:24,505 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:16:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.9148, loss: 1.9148 +2025-05-27 01:41:07,478 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:15:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 2.0042, loss: 2.0042 +2025-05-27 01:41:50,530 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:15:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 1.9975, loss: 1.9975 +2025-05-27 01:42:33,774 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:14:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.9805, loss: 1.9805 +2025-05-27 01:43:17,002 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:13:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.0803, loss: 2.0803 +2025-05-27 01:44:00,275 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:12:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.0949, loss: 2.0949 +2025-05-27 01:44:43,371 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:12:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1076, loss: 2.1076 +2025-05-27 01:45:26,360 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:11:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 2.1032, loss: 2.1032 +2025-05-27 01:46:09,431 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:10:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.1790, loss: 2.1790 +2025-05-27 01:46:52,465 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:09:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.1147, loss: 2.1147 +2025-05-27 01:47:35,619 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:09:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.0377, loss: 2.0377 +2025-05-27 01:48:18,574 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 20:08:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.1047, loss: 2.1047 +2025-05-27 01:48:21,651 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-27 01:49:38,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:49:38,394 - pyskl - INFO - +top1_acc 0.8509 +top5_acc 0.9776 +2025-05-27 01:49:38,396 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8509, top5_acc: 0.9776 +2025-05-27 01:50:42,266 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 20:07:51, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.9790, loss: 1.9790 +2025-05-27 01:51:25,284 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 20:07:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.0002, loss: 2.0002 +2025-05-27 01:52:08,289 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 20:06:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.0594, loss: 2.0594 +2025-05-27 01:52:51,422 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 20:05:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.9039, loss: 1.9039 +2025-05-27 01:53:34,490 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 20:04:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 1.8913, loss: 1.8913 +2025-05-27 01:54:17,450 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 20:04:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 1.9783, loss: 1.9783 +2025-05-27 01:55:00,492 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 20:03:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.0042, loss: 2.0042 +2025-05-27 01:55:43,918 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 20:02:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.0952, loss: 2.0952 +2025-05-27 01:56:27,278 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 20:01:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.1078, loss: 2.1078 +2025-05-27 01:57:10,629 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 20:01:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.1108, loss: 2.1108 +2025-05-27 01:57:53,993 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 20:00:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.1807, loss: 2.1807 +2025-05-27 01:58:37,302 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:59:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.1793, loss: 2.1793 +2025-05-27 01:59:20,599 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:58:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 1.9832, loss: 1.9832 +2025-05-27 02:00:03,903 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:58:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9750, loss: 1.9750 +2025-05-27 02:00:47,282 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:57:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.0311, loss: 2.0311 +2025-05-27 02:01:30,896 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:56:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.9823, loss: 1.9823 +2025-05-27 02:02:14,552 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:56:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.1443, loss: 2.1443 +2025-05-27 02:02:57,843 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:55:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.1091, loss: 2.1091 +2025-05-27 02:03:41,029 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:54:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.0405, loss: 2.0405 +2025-05-27 02:04:24,065 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:53:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.0496, loss: 2.0496 +2025-05-27 02:05:07,056 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:53:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.1315, loss: 2.1315 +2025-05-27 02:05:50,020 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:52:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.0598, loss: 2.0598 +2025-05-27 02:06:33,053 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:51:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.1103, loss: 2.1103 +2025-05-27 02:07:16,020 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:50:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.0595, loss: 2.0595 +2025-05-27 02:07:58,991 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:50:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.0385, loss: 2.0385 +2025-05-27 02:08:02,109 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-27 02:17:01,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:17:01,655 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9792 +2025-05-27 02:17:01,657 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8547, top5_acc: 0.9792 +2025-05-27 02:18:05,873 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:49:34, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.9956, loss: 1.9956 +2025-05-27 02:18:48,902 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0020, loss: 2.0020 +2025-05-27 02:19:32,045 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:48:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9956, loss: 1.9956 +2025-05-27 02:20:15,090 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:47:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9219, loss: 1.9219 +2025-05-27 02:20:58,190 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:46:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9378, loss: 1.9378 +2025-05-27 02:21:41,318 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:45:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 1.9674, loss: 1.9674 +2025-05-27 02:22:24,433 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:45:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0672, loss: 2.0672 +2025-05-27 02:23:07,536 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:44:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.9904, loss: 1.9904 +2025-05-27 02:23:50,537 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:43:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.0498, loss: 2.0498 +2025-05-27 02:24:33,476 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:42:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.0491, loss: 2.0491 +2025-05-27 02:25:16,453 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:42:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.1360, loss: 2.1360 +2025-05-27 02:25:59,435 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:41:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 1.9658, loss: 1.9658 +2025-05-27 02:26:42,444 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:40:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.9738, loss: 1.9738 +2025-05-27 02:27:25,422 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:39:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.0226, loss: 2.0226 +2025-05-27 02:28:08,427 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:39:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9188, loss: 1.9188 +2025-05-27 02:28:51,522 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.8947, loss: 1.8947 +2025-05-27 02:29:34,869 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:37:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.0169, loss: 2.0169 +2025-05-27 02:30:17,949 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:36:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.9463, loss: 1.9463 +2025-05-27 02:31:00,976 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:36:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.0582, loss: 2.0582 +2025-05-27 02:31:44,049 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:35:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.0130, loss: 2.0130 +2025-05-27 02:32:27,138 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:34:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.0645, loss: 2.0645 +2025-05-27 02:33:10,159 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:34:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 1.9380, loss: 1.9380 +2025-05-27 02:33:53,165 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:33:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.0016, loss: 2.0016 +2025-05-27 02:34:36,266 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:32:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.1025, loss: 2.1025 +2025-05-27 02:35:19,416 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:31:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.0796, loss: 2.0796 +2025-05-27 02:35:22,489 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-27 02:36:39,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:36:39,176 - pyskl - INFO - +top1_acc 0.8501 +top5_acc 0.9788 +2025-05-27 02:36:39,179 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8501, top5_acc: 0.9788 +2025-05-27 02:37:43,513 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:31:15, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 1.9506, loss: 1.9506 +2025-05-27 02:38:26,577 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:30:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 1.9434, loss: 1.9434 +2025-05-27 02:39:09,722 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:29:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.9144, loss: 1.9144 +2025-05-27 02:39:52,865 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:29:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 1.9220, loss: 1.9220 +2025-05-27 02:40:35,977 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:28:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.9759, loss: 1.9759 +2025-05-27 02:41:19,016 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:27:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 2.0157, loss: 2.0157 +2025-05-27 02:42:02,145 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:26:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.9314, loss: 1.9314 +2025-05-27 02:42:45,323 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:26:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9883, loss: 1.9883 +2025-05-27 02:43:28,432 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:25:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 1.9293, loss: 1.9293 +2025-05-27 02:44:11,627 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:24:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 2.0195, loss: 2.0195 +2025-05-27 02:44:54,609 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:23:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0835, loss: 2.0835 +2025-05-27 02:45:37,637 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:23:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.0200, loss: 2.0200 +2025-05-27 02:46:20,817 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:22:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.9485, loss: 1.9485 +2025-05-27 02:47:03,945 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:21:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.0405, loss: 2.0405 +2025-05-27 02:47:47,064 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:20:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.8689, loss: 1.8689 +2025-05-27 02:48:30,367 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:20:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 1.9158, loss: 1.9158 +2025-05-27 02:49:13,551 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:19:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.1106, loss: 2.1106 +2025-05-27 02:49:56,594 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:18:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.0911, loss: 2.0911 +2025-05-27 02:50:39,670 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:17:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 1.9986, loss: 1.9986 +2025-05-27 02:51:22,686 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:17:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0094, loss: 2.0094 +2025-05-27 02:52:05,714 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:16:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.0868, loss: 2.0868 +2025-05-27 02:52:48,745 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:15:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0823, loss: 2.0823 +2025-05-27 02:53:31,736 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:14:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.0071, loss: 2.0071 +2025-05-27 02:54:14,834 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:14:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.1120, loss: 2.1120 +2025-05-27 02:54:57,989 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:13:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.0996, loss: 2.0996 +2025-05-27 02:55:01,148 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-27 02:56:17,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:56:17,861 - pyskl - INFO - +top1_acc 0.8583 +top5_acc 0.9828 +2025-05-27 02:56:17,864 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8583, top5_acc: 0.9828 +2025-05-27 02:57:22,388 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:12:56, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.9378, loss: 1.9378 +2025-05-27 02:58:05,461 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:12:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9511, loss: 1.9511 +2025-05-27 02:58:48,521 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:11:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.8956, loss: 1.8956 +2025-05-27 02:59:31,554 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:10:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.9004, loss: 1.9004 +2025-05-27 03:00:14,630 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:09:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9415, loss: 1.9415 +2025-05-27 03:00:57,747 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:09:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.9650, loss: 1.9650 +2025-05-27 03:01:40,811 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 19:08:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.0051, loss: 2.0051 +2025-05-27 03:02:23,994 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 19:07:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.8818, loss: 1.8818 +2025-05-27 03:03:07,022 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 19:07:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.9814, loss: 1.9814 +2025-05-27 03:03:50,115 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 19:06:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.9850, loss: 1.9850 +2025-05-27 03:04:33,092 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 19:05:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.9084, loss: 1.9084 +2025-05-27 03:05:16,133 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 19:04:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.0117, loss: 2.0117 +2025-05-27 03:05:59,162 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 19:04:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.9723, loss: 1.9723 +2025-05-27 03:06:42,230 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 19:03:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.0353, loss: 2.0353 +2025-05-27 03:07:25,161 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 19:02:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 1.9922, loss: 1.9922 +2025-05-27 03:08:08,348 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 19:01:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8963, loss: 1.8963 +2025-05-27 03:08:51,512 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 19:01:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 1.9672, loss: 1.9672 +2025-05-27 03:09:34,715 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 19:00:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.9744, loss: 1.9744 +2025-05-27 03:10:17,890 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:59:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.9964, loss: 1.9964 +2025-05-27 03:11:00,940 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:58:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.9436, loss: 1.9436 +2025-05-27 03:11:43,930 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:58:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9894, loss_cls: 1.9189, loss: 1.9189 +2025-05-27 03:12:26,995 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:57:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.9774, loss: 1.9774 +2025-05-27 03:13:10,041 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:56:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.8777, loss: 1.8777 +2025-05-27 03:13:53,113 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:55:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.0552, loss: 2.0552 +2025-05-27 03:14:36,156 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:55:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.0054, loss: 2.0054 +2025-05-27 03:14:39,273 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-27 03:15:55,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:15:56,048 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9791 +2025-05-27 03:15:56,051 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8635, top5_acc: 0.9791 +2025-05-27 03:17:00,173 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:54:37, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.9499, loss: 1.9499 +2025-05-27 03:17:43,127 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:53:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.0046, loss: 2.0046 +2025-05-27 03:18:26,280 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:53:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.8838, loss: 1.8838 +2025-05-27 03:19:09,380 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:52:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.8955, loss: 1.8955 +2025-05-27 03:19:52,420 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:51:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.9747, loss: 1.9747 +2025-05-27 03:20:35,545 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:50:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0284, loss: 2.0284 +2025-05-27 03:21:18,737 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:50:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.0217, loss: 2.0217 +2025-05-27 03:22:01,906 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:49:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.0589, loss: 2.0589 +2025-05-27 03:22:45,066 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:48:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9900, loss_cls: 1.9371, loss: 1.9371 +2025-05-27 03:23:28,198 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:47:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 2.0301, loss: 2.0301 +2025-05-27 03:24:11,300 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:47:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 1.9980, loss: 1.9980 +2025-05-27 03:24:54,419 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:46:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 1.8563, loss: 1.8563 +2025-05-27 03:25:37,570 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:45:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9490, loss: 1.9490 +2025-05-27 03:26:20,743 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:45:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.0053, loss: 2.0053 +2025-05-27 03:27:03,896 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.8832, loss: 1.8832 +2025-05-27 03:27:47,105 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:43:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.0182, loss: 2.0182 +2025-05-27 03:28:30,267 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:42:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 1.9829, loss: 1.9829 +2025-05-27 03:29:13,466 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:42:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.9232, loss: 1.9232 +2025-05-27 03:29:56,850 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:41:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 1.9997, loss: 1.9997 +2025-05-27 03:30:39,978 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:40:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 1.9259, loss: 1.9259 +2025-05-27 03:31:23,120 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:39:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.0157, loss: 2.0157 +2025-05-27 03:32:06,200 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:39:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 1.9335, loss: 1.9335 +2025-05-27 03:32:49,198 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:38:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9010, loss: 1.9010 +2025-05-27 03:33:32,233 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:37:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 1.9203, loss: 1.9203 +2025-05-27 03:34:15,205 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:36:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.9194, loss: 1.9194 +2025-05-27 03:34:18,257 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-27 03:35:35,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:35:35,267 - pyskl - INFO - +top1_acc 0.8703 +top5_acc 0.9819 +2025-05-27 03:35:35,320 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_79.pth was removed +2025-05-27 03:35:36,309 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-05-27 03:35:36,310 - pyskl - INFO - Best top1_acc is 0.8703 at 89 epoch. +2025-05-27 03:35:36,312 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8703, top5_acc: 0.9819 +2025-05-27 03:36:40,334 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:36:18, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.8265, loss: 1.8265 +2025-05-27 03:37:23,400 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:35:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 1.9136, loss: 1.9136 +2025-05-27 03:38:06,398 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:34:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 1.8303, loss: 1.8303 +2025-05-27 03:38:49,395 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:34:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.9190, loss: 1.9190 +2025-05-27 03:39:32,462 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:33:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.0052, loss: 2.0052 +2025-05-27 03:40:15,583 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:32:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 1.9691, loss: 1.9691 +2025-05-27 03:40:58,594 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:31:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9036, loss: 1.9036 +2025-05-27 03:41:41,602 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:31:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.0642, loss: 2.0642 +2025-05-27 03:42:24,670 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:30:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.8623, loss: 1.8623 +2025-05-27 03:43:07,634 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:29:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 1.9609, loss: 1.9609 +2025-05-27 03:43:50,728 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:28:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.0142, loss: 2.0142 +2025-05-27 03:44:33,910 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:28:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 1.9739, loss: 1.9739 +2025-05-27 03:45:17,083 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:27:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.0043, loss: 2.0043 +2025-05-27 03:46:00,225 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:26:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.9396, loss: 1.9396 +2025-05-27 03:46:43,343 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:25:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.8597, loss: 1.8597 +2025-05-27 03:47:26,522 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:25:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 1.9880, loss: 1.9880 +2025-05-27 03:48:09,711 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:24:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 1.8561, loss: 1.8561 +2025-05-27 03:48:52,933 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:23:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.9937, loss: 1.9937 +2025-05-27 03:49:36,035 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:23:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.9796, loss: 1.9796 +2025-05-27 03:50:19,154 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:22:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 1.8512, loss: 1.8512 +2025-05-27 03:51:02,136 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:21:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 1.9440, loss: 1.9440 +2025-05-27 03:51:45,126 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:20:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9045, loss: 1.9045 +2025-05-27 03:52:28,138 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:20:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.9756, loss: 1.9756 +2025-05-27 03:53:11,425 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:19:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.0583, loss: 2.0583 +2025-05-27 03:53:54,379 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:18:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 1.9125, loss: 1.9125 +2025-05-27 03:53:57,454 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-27 04:02:47,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:02:47,970 - pyskl - INFO - +top1_acc 0.8629 +top5_acc 0.9800 +2025-05-27 04:02:47,972 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8629, top5_acc: 0.9800 +2025-05-27 04:03:52,059 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:17:59, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.8770, loss: 1.8770 +2025-05-27 04:04:35,079 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 1.8975, loss: 1.8975 +2025-05-27 04:05:18,115 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:16:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.8269, loss: 1.8269 +2025-05-27 04:06:01,063 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:15:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8238, loss: 1.8238 +2025-05-27 04:06:44,034 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:15:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 1.8760, loss: 1.8760 +2025-05-27 04:07:27,179 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:14:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 1.9251, loss: 1.9251 +2025-05-27 04:08:10,333 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:13:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.9217, loss: 1.9217 +2025-05-27 04:08:53,513 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:12:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.9851, loss: 1.9851 +2025-05-27 04:09:36,722 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:12:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 1.9600, loss: 1.9600 +2025-05-27 04:10:19,804 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:11:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.9317, loss: 1.9317 +2025-05-27 04:11:02,857 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:10:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 1.9349, loss: 1.9349 +2025-05-27 04:11:45,887 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:09:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 1.9075, loss: 1.9075 +2025-05-27 04:12:29,047 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:09:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.9064, loss: 1.9064 +2025-05-27 04:13:12,134 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:08:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.9583, loss: 1.9583 +2025-05-27 04:13:55,253 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 18:07:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.9741, loss: 1.9741 +2025-05-27 04:14:38,742 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 18:06:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.9372, loss: 1.9372 +2025-05-27 04:15:22,024 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 18:06:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.9447, loss: 1.9447 +2025-05-27 04:16:05,366 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 18:05:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.9334, loss: 1.9334 +2025-05-27 04:16:48,443 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 18:04:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 1.9868, loss: 1.9868 +2025-05-27 04:17:31,548 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 18:03:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.9118, loss: 1.9118 +2025-05-27 04:18:14,703 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 18:03:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 1.8280, loss: 1.8280 +2025-05-27 04:18:57,724 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 18:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 1.8924, loss: 1.8924 +2025-05-27 04:19:40,702 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 18:01:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 1.9407, loss: 1.9407 +2025-05-27 04:20:23,701 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 18:01:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.9360, loss: 1.9360 +2025-05-27 04:21:06,774 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 18:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.8884, loss: 1.8884 +2025-05-27 04:21:09,902 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-27 04:22:26,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:22:26,581 - pyskl - INFO - +top1_acc 0.8733 +top5_acc 0.9794 +2025-05-27 04:22:26,634 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_89.pth was removed +2025-05-27 04:22:27,628 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-05-27 04:22:27,629 - pyskl - INFO - Best top1_acc is 0.8733 at 91 epoch. +2025-05-27 04:22:27,631 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8733, top5_acc: 0.9794 +2025-05-27 04:23:31,740 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:59:41, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.8505, loss: 1.8505 +2025-05-27 04:24:14,859 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:58:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 1.8067, loss: 1.8067 +2025-05-27 04:24:58,012 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:58:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 1.9068, loss: 1.9068 +2025-05-27 04:25:41,094 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:57:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 04:26:24,223 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:56:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 1.8521, loss: 1.8521 +2025-05-27 04:27:07,303 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:55:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.8524, loss: 1.8524 +2025-05-27 04:27:50,475 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:55:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.8818, loss: 1.8818 +2025-05-27 04:28:33,494 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:54:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.9082, loss: 1.9082 +2025-05-27 04:29:16,460 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:53:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.8759, loss: 1.8759 +2025-05-27 04:29:59,474 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:53:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.8032, loss: 1.8032 +2025-05-27 04:30:42,496 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:52:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 1.9169, loss: 1.9169 +2025-05-27 04:31:25,490 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:51:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.8995, loss: 1.8995 +2025-05-27 04:32:08,531 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:50:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.8950, loss: 1.8950 +2025-05-27 04:32:51,527 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:50:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.0197, loss: 2.0197 +2025-05-27 04:33:34,590 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:49:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.0392, loss: 2.0392 +2025-05-27 04:34:17,862 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:48:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 1.9722, loss: 1.9722 +2025-05-27 04:35:01,338 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:47:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.9803, loss: 1.9803 +2025-05-27 04:35:44,359 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:47:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.9460, loss: 1.9460 +2025-05-27 04:36:27,159 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:46:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.0240, loss: 2.0240 +2025-05-27 04:37:10,158 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:45:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 1.9714, loss: 1.9714 +2025-05-27 04:37:53,140 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:44:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.0244, loss: 2.0244 +2025-05-27 04:38:36,139 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 1.9457, loss: 1.9457 +2025-05-27 04:39:19,131 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:43:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.8914, loss: 1.8914 +2025-05-27 04:40:02,081 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:42:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.9988, loss: 1.9988 +2025-05-27 04:40:45,054 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:41:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.8840, loss: 1.8840 +2025-05-27 04:40:48,137 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-27 04:42:04,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:42:04,919 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9822 +2025-05-27 04:42:04,922 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8726, top5_acc: 0.9822 +2025-05-27 04:43:09,088 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:41:21, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.8053, loss: 1.8053 +2025-05-27 04:43:52,159 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:40:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 1.8083, loss: 1.8083 +2025-05-27 04:44:35,234 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:39:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7913, loss: 1.7913 +2025-05-27 04:45:18,312 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:39:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.9263, loss: 1.9263 +2025-05-27 04:46:01,453 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:38:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.8955, loss: 1.8955 +2025-05-27 04:46:44,452 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:37:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.8955, loss: 1.8955 +2025-05-27 04:47:27,594 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:36:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 1.8685, loss: 1.8685 +2025-05-27 04:48:10,716 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:36:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9981, loss_cls: 1.8324, loss: 1.8324 +2025-05-27 04:48:53,789 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:35:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.8169, loss: 1.8169 +2025-05-27 04:49:36,905 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:34:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.9003, loss: 1.9003 +2025-05-27 04:50:19,985 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:33:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.8135, loss: 1.8135 +2025-05-27 04:51:03,028 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:33:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 1.8912, loss: 1.8912 +2025-05-27 04:51:46,045 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:32:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.9190, loss: 1.9190 +2025-05-27 04:52:29,081 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:31:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.9373, loss: 1.9373 +2025-05-27 04:53:12,156 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:31:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.9006, loss: 1.9006 +2025-05-27 04:53:55,289 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:30:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.9079, loss: 1.9079 +2025-05-27 04:54:38,414 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:29:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 1.9205, loss: 1.9205 +2025-05-27 04:55:21,514 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:28:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 1.8976, loss: 1.8976 +2025-05-27 04:56:04,688 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:28:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 1.8905, loss: 1.8905 +2025-05-27 04:56:47,825 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:27:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 1.9072, loss: 1.9072 +2025-05-27 04:57:31,006 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:26:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.9339, loss: 1.9339 +2025-05-27 04:58:14,134 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:25:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.8467, loss: 1.8467 +2025-05-27 04:58:57,130 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:25:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 1.8254, loss: 1.8254 +2025-05-27 04:59:40,209 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:24:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.8750, loss: 1.8750 +2025-05-27 05:00:23,266 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:23:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 1.8339, loss: 1.8339 +2025-05-27 05:00:26,368 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-27 05:01:42,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:01:42,958 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9806 +2025-05-27 05:01:43,010 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_91.pth was removed +2025-05-27 05:01:44,015 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-05-27 05:01:44,016 - pyskl - INFO - Best top1_acc is 0.8758 at 93 epoch. +2025-05-27 05:01:44,018 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8758, top5_acc: 0.9806 +2025-05-27 05:02:48,294 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:23:02, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8111, loss: 1.8111 +2025-05-27 05:03:31,269 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:22:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.8098, loss: 1.8098 +2025-05-27 05:04:14,240 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:21:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7734, loss: 1.7734 +2025-05-27 05:04:57,280 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:20:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.8718, loss: 1.8718 +2025-05-27 05:05:40,376 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:20:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7420, loss: 1.7420 +2025-05-27 05:06:23,554 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:19:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.9731, loss: 1.9731 +2025-05-27 05:07:06,643 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:18:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8833, loss: 1.8833 +2025-05-27 05:07:49,522 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:17:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8295, loss: 1.8295 +2025-05-27 05:08:32,502 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:17:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 1.8664, loss: 1.8664 +2025-05-27 05:09:15,509 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:16:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 1.8796, loss: 1.8796 +2025-05-27 05:09:58,530 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:15:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.8165, loss: 1.8165 +2025-05-27 05:10:41,498 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:14:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9073, loss: 1.9073 +2025-05-27 05:11:24,614 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:14:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.8825, loss: 1.8825 +2025-05-27 05:12:07,650 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:13:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 1.8661, loss: 1.8661 +2025-05-27 05:12:50,761 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:12:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.9120, loss: 1.9120 +2025-05-27 05:13:34,026 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:11:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.0122, loss: 2.0122 +2025-05-27 05:14:17,195 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:11:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 1.8977, loss: 1.8977 +2025-05-27 05:15:00,182 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:10:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 1.8931, loss: 1.8931 +2025-05-27 05:15:43,410 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 1.7690, loss: 1.7690 +2025-05-27 05:16:26,781 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:09:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.8692, loss: 1.8692 +2025-05-27 05:17:09,843 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:08:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.8579, loss: 1.8579 +2025-05-27 05:17:52,797 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 17:07:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.8835, loss: 1.8835 +2025-05-27 05:18:35,794 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 17:06:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.9166, loss: 1.9166 +2025-05-27 05:19:18,739 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 17:06:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8170, loss: 1.8170 +2025-05-27 05:20:01,762 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 17:05:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.8771, loss: 1.8771 +2025-05-27 05:20:04,850 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-27 05:21:21,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:21:21,699 - pyskl - INFO - +top1_acc 0.8552 +top5_acc 0.9796 +2025-05-27 05:21:21,701 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8552, top5_acc: 0.9796 +2025-05-27 05:22:25,722 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 17:04:43, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.8236, loss: 1.8236 +2025-05-27 05:23:08,729 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 17:03:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.9181, loss: 1.9181 +2025-05-27 05:23:51,780 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 17:03:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.7926, loss: 1.7926 +2025-05-27 05:24:34,880 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 17:02:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.7637, loss: 1.7637 +2025-05-27 05:25:17,953 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 17:01:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.8505, loss: 1.8505 +2025-05-27 05:26:01,062 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 17:01:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9912, loss_cls: 1.8003, loss: 1.8003 +2025-05-27 05:26:44,116 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 17:00:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.8641, loss: 1.8641 +2025-05-27 05:27:27,096 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:59:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.8118, loss: 1.8118 +2025-05-27 05:28:10,105 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:58:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.7936, loss: 1.7936 +2025-05-27 05:28:53,142 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:58:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 1.9135, loss: 1.9135 +2025-05-27 05:29:36,171 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:57:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 1.8080, loss: 1.8080 +2025-05-27 05:30:19,216 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:56:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8153, loss: 1.8153 +2025-05-27 05:31:02,311 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.8755, loss: 1.8755 +2025-05-27 05:31:45,348 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:55:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.9505, loss: 1.9505 +2025-05-27 05:32:28,474 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:54:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.9372, loss: 1.9372 +2025-05-27 05:33:11,686 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:53:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 1.8660, loss: 1.8660 +2025-05-27 05:33:54,942 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:52:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 1.8943, loss: 1.8943 +2025-05-27 05:34:38,098 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:52:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.8736, loss: 1.8736 +2025-05-27 05:35:21,118 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:51:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.8953, loss: 1.8953 +2025-05-27 05:36:04,146 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:50:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.8406, loss: 1.8406 +2025-05-27 05:36:47,088 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:49:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 1.8256, loss: 1.8256 +2025-05-27 05:37:30,088 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:49:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.8931, loss: 1.8931 +2025-05-27 05:38:13,089 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:48:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.8215, loss: 1.8215 +2025-05-27 05:38:56,043 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:47:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.8328, loss: 1.8328 +2025-05-27 05:39:39,035 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:47:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.7842, loss: 1.7842 +2025-05-27 05:39:42,129 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-27 05:48:43,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:48:44,059 - pyskl - INFO - +top1_acc 0.8778 +top5_acc 0.9825 +2025-05-27 05:48:44,111 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_93.pth was removed +2025-05-27 05:48:45,102 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-05-27 05:48:45,103 - pyskl - INFO - Best top1_acc is 0.8778 at 95 epoch. +2025-05-27 05:48:45,105 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8778, top5_acc: 0.9825 +2025-05-27 05:49:49,411 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:46:23, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 1.8285, loss: 1.8285 +2025-05-27 05:50:32,433 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:45:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.7967, loss: 1.7967 +2025-05-27 05:51:15,437 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:44:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.7557, loss: 1.7557 +2025-05-27 05:51:58,477 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.7647, loss: 1.7647 +2025-05-27 05:52:41,503 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 1.7687, loss: 1.7687 +2025-05-27 05:53:24,750 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:42:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.7569, loss: 1.7569 +2025-05-27 05:54:07,953 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:41:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.7701, loss: 1.7701 +2025-05-27 05:54:50,976 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:41:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 1.7424, loss: 1.7424 +2025-05-27 05:55:34,005 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.8938, loss: 1.8938 +2025-05-27 05:56:17,013 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:39:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7340, loss: 1.7340 +2025-05-27 05:56:59,962 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:39:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.7621, loss: 1.7621 +2025-05-27 05:57:42,917 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:38:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.7638, loss: 1.7638 +2025-05-27 05:58:25,827 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:37:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 1.8483, loss: 1.8483 +2025-05-27 05:59:08,813 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:36:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.7294, loss: 1.7294 +2025-05-27 05:59:51,936 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:36:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7672, loss: 1.7672 +2025-05-27 06:00:35,049 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:35:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.8671, loss: 1.8671 +2025-05-27 06:01:18,197 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:34:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.7597, loss: 1.7597 +2025-05-27 06:02:01,250 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:33:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.8434, loss: 1.8434 +2025-05-27 06:02:44,216 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:33:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8146, loss: 1.8146 +2025-05-27 06:03:27,189 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:32:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.7563, loss: 1.7563 +2025-05-27 06:04:10,272 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:31:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 1.7871, loss: 1.7871 +2025-05-27 06:04:53,282 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:30:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.8422, loss: 1.8422 +2025-05-27 06:05:36,332 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:30:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.9300, loss: 1.9300 +2025-05-27 06:06:19,360 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:29:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 1.8768, loss: 1.8768 +2025-05-27 06:07:02,392 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:28:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.9078, loss: 1.9078 +2025-05-27 06:07:05,470 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-27 06:08:22,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:08:22,191 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9812 +2025-05-27 06:08:22,193 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8652, top5_acc: 0.9812 +2025-05-27 06:09:26,765 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:28:04, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.8282, loss: 1.8282 +2025-05-27 06:10:09,819 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:27:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9919, loss_cls: 1.7649, loss: 1.7649 +2025-05-27 06:10:52,950 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:26:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.7723, loss: 1.7723 +2025-05-27 06:11:35,953 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:25:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.7510, loss: 1.7510 +2025-05-27 06:12:19,103 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:25:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.7977, loss: 1.7977 +2025-05-27 06:13:02,301 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:24:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 1.7700, loss: 1.7700 +2025-05-27 06:13:45,311 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:23:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.8040, loss: 1.8040 +2025-05-27 06:14:28,480 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:22:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.7920, loss: 1.7920 +2025-05-27 06:15:11,633 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:22:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.8021, loss: 1.8021 +2025-05-27 06:15:54,768 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:21:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.8349, loss: 1.8349 +2025-05-27 06:16:38,005 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:20:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.6789, loss: 1.6789 +2025-05-27 06:17:21,240 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:19:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.8095, loss: 1.8095 +2025-05-27 06:18:04,441 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:19:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.7796, loss: 1.7796 +2025-05-27 06:18:47,642 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:18:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.7731, loss: 1.7731 +2025-05-27 06:19:30,998 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:17:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.8644, loss: 1.8644 +2025-05-27 06:20:14,133 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:17:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 1.8132, loss: 1.8132 +2025-05-27 06:20:57,423 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:16:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.8578, loss: 1.8578 +2025-05-27 06:21:40,577 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:15:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.8055, loss: 1.8055 +2025-05-27 06:22:23,663 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 1.8495, loss: 1.8495 +2025-05-27 06:23:06,746 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.7536, loss: 1.7536 +2025-05-27 06:23:49,760 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:13:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 1.7399, loss: 1.7399 +2025-05-27 06:24:32,823 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:12:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 1.8777, loss: 1.8777 +2025-05-27 06:25:15,839 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:11:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.7811, loss: 1.7811 +2025-05-27 06:25:58,809 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:11:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.7625, loss: 1.7625 +2025-05-27 06:26:41,844 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:10:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 1.8331, loss: 1.8331 +2025-05-27 06:26:44,922 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-27 06:28:01,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:28:01,682 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9811 +2025-05-27 06:28:01,684 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8731, top5_acc: 0.9811 +2025-05-27 06:29:06,459 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:09:46, time: 0.648, data_time: 0.217, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 1.8006, loss: 1.8006 +2025-05-27 06:29:49,526 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:09:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.7840, loss: 1.7840 +2025-05-27 06:30:32,528 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.7482, loss: 1.7482 +2025-05-27 06:31:15,726 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:07:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.8019, loss: 1.8019 +2025-05-27 06:31:58,967 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 16:06:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9894, loss_cls: 1.7792, loss: 1.7792 +2025-05-27 06:32:42,027 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 16:06:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.8125, loss: 1.8125 +2025-05-27 06:33:25,258 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 16:05:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.7144, loss: 1.7144 +2025-05-27 06:34:08,440 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 16:04:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.7671, loss: 1.7671 +2025-05-27 06:34:51,546 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 16:03:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.7236, loss: 1.7236 +2025-05-27 06:35:34,697 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 16:03:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7509, loss: 1.7509 +2025-05-27 06:36:17,729 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 16:02:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.7968, loss: 1.7968 +2025-05-27 06:37:00,874 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 16:01:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.8605, loss: 1.8605 +2025-05-27 06:37:44,133 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 16:00:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 1.8075, loss: 1.8075 +2025-05-27 06:38:27,203 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 16:00:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.7007, loss: 1.7007 +2025-05-27 06:39:10,751 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:59:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 1.7188, loss: 1.7188 +2025-05-27 06:39:54,403 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:58:43, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.8082, loss: 1.8082 +2025-05-27 06:40:38,023 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:57:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7260, loss: 1.7260 +2025-05-27 06:41:21,353 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:57:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9912, loss_cls: 1.8110, loss: 1.8110 +2025-05-27 06:42:04,691 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:56:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 06:42:47,875 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:55:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.7825, loss: 1.7825 +2025-05-27 06:43:30,989 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:55:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.7538, loss: 1.7538 +2025-05-27 06:44:14,090 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:54:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 1.8525, loss: 1.8525 +2025-05-27 06:44:57,250 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:53:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.7727, loss: 1.7727 +2025-05-27 06:45:40,228 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:52:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 1.7785, loss: 1.7785 +2025-05-27 06:46:23,361 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:52:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8380, loss: 1.8380 +2025-05-27 06:46:26,532 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-27 06:47:43,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:47:43,478 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9776 +2025-05-27 06:47:43,480 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8726, top5_acc: 0.9776 +2025-05-27 06:48:47,885 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:51:29, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.7661, loss: 1.7661 +2025-05-27 06:49:30,968 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:50:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.7483, loss: 1.7483 +2025-05-27 06:50:14,056 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:50:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.7830, loss: 1.7830 +2025-05-27 06:50:57,055 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:49:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 1.7763, loss: 1.7763 +2025-05-27 06:51:40,095 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:48:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.6636, loss: 1.6636 +2025-05-27 06:52:23,194 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:47:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.6773, loss: 1.6773 +2025-05-27 06:53:06,249 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:47:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.8178, loss: 1.8178 +2025-05-27 06:53:49,295 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:46:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.8037, loss: 1.8037 +2025-05-27 06:54:32,377 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:45:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.7845, loss: 1.7845 +2025-05-27 06:55:15,386 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:44:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.7186, loss: 1.7186 +2025-05-27 06:55:58,419 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:44:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.7351, loss: 1.7351 +2025-05-27 06:56:41,545 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:43:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.6788, loss: 1.6788 +2025-05-27 06:57:24,652 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:42:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 1.8991, loss: 1.8991 +2025-05-27 06:58:07,738 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:41:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7687, loss: 1.7687 +2025-05-27 06:58:50,828 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:41:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.7926, loss: 1.7926 +2025-05-27 06:59:33,940 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:40:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.6669, loss: 1.6669 +2025-05-27 07:00:17,082 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:39:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.7824, loss: 1.7824 +2025-05-27 07:01:00,184 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:38:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.8178, loss: 1.8178 +2025-05-27 07:01:43,441 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:38:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.7810, loss: 1.7810 +2025-05-27 07:02:26,551 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:37:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.8385, loss: 1.8385 +2025-05-27 07:03:09,639 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:36:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8128, loss: 1.8128 +2025-05-27 07:03:52,711 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:36:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.8429, loss: 1.8429 +2025-05-27 07:04:35,757 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:35:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.7182, loss: 1.7182 +2025-05-27 07:05:18,785 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:34:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.7801, loss: 1.7801 +2025-05-27 07:06:01,830 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:33:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 1.8336, loss: 1.8336 +2025-05-27 07:06:04,931 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-27 07:07:21,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:07:21,569 - pyskl - INFO - +top1_acc 0.8815 +top5_acc 0.9833 +2025-05-27 07:07:21,623 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_95.pth was removed +2025-05-27 07:07:22,676 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-05-27 07:07:22,677 - pyskl - INFO - Best top1_acc is 0.8815 at 99 epoch. +2025-05-27 07:07:22,680 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8815, top5_acc: 0.9833 +2025-05-27 07:08:27,090 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:33:10, time: 0.644, data_time: 0.213, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.6411, loss: 1.6411 +2025-05-27 07:09:10,131 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:32:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6446, loss: 1.6446 +2025-05-27 07:09:53,687 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:31:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6607, loss: 1.6607 +2025-05-27 07:10:37,142 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:30:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.6478, loss: 1.6478 +2025-05-27 07:11:20,497 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:30:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.7123, loss: 1.7123 +2025-05-27 07:12:03,920 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:29:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.8015, loss: 1.8015 +2025-05-27 07:12:47,369 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:28:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8002, loss: 1.8002 +2025-05-27 07:13:30,871 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:28:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 1.8039, loss: 1.8039 +2025-05-27 07:14:14,216 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:27:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 1.7179, loss: 1.7179 +2025-05-27 07:14:57,570 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:26:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.8032, loss: 1.8032 +2025-05-27 07:15:41,023 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:25:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.8770, loss: 1.8770 +2025-05-27 07:16:24,556 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:25:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.7465, loss: 1.7465 +2025-05-27 07:17:08,142 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:24:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.7964, loss: 1.7964 +2025-05-27 07:17:51,620 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:23:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.7789, loss: 1.7789 +2025-05-27 07:18:35,411 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:22:53, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.7817, loss: 1.7817 +2025-05-27 07:19:19,106 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:22:09, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.7885, loss: 1.7885 +2025-05-27 07:20:02,666 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:21:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.7305, loss: 1.7305 +2025-05-27 07:20:45,817 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:20:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 1.9197, loss: 1.9197 +2025-05-27 07:21:29,027 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:19:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.7806, loss: 1.7806 +2025-05-27 07:22:12,153 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:19:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 1.6753, loss: 1.6753 +2025-05-27 07:22:55,147 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.7626, loss: 1.7626 +2025-05-27 07:23:38,078 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:17:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.8215, loss: 1.8215 +2025-05-27 07:24:20,977 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:17:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 1.7251, loss: 1.7251 +2025-05-27 07:25:03,969 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:16:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.7422, loss: 1.7422 +2025-05-27 07:25:47,087 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:15:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.6811, loss: 1.6811 +2025-05-27 07:25:50,228 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-27 07:34:30,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:34:30,806 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9828 +2025-05-27 07:34:30,809 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8801, top5_acc: 0.9828 +2025-05-27 07:35:35,596 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:14:54, time: 0.648, data_time: 0.218, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.5851, loss: 1.5851 +2025-05-27 07:36:18,881 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:14:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.6242, loss: 1.6242 +2025-05-27 07:37:01,998 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:13:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.6849, loss: 1.6849 +2025-05-27 07:37:45,091 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:12:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.7395, loss: 1.7395 +2025-05-27 07:38:28,197 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:11:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.7481, loss: 1.7481 +2025-05-27 07:39:11,303 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:11:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.6984, loss: 1.6984 +2025-05-27 07:39:54,430 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:10:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.7064, loss: 1.7064 +2025-05-27 07:40:37,565 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:09:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.6968, loss: 1.6968 +2025-05-27 07:41:20,648 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:09:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.7204, loss: 1.7204 +2025-05-27 07:42:03,713 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:08:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.8217, loss: 1.8217 +2025-05-27 07:42:46,741 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:07:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.7377, loss: 1.7377 +2025-05-27 07:43:29,855 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 15:06:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.7483, loss: 1.7483 +2025-05-27 07:44:12,856 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 15:06:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.7631, loss: 1.7631 +2025-05-27 07:44:56,006 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 15:05:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.6949, loss: 1.6949 +2025-05-27 07:45:39,122 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 15:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.7740, loss: 1.7740 +2025-05-27 07:46:22,165 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 15:03:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.7407, loss: 1.7407 +2025-05-27 07:47:05,139 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 15:03:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.8245, loss: 1.8245 +2025-05-27 07:47:48,272 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 15:02:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.7515, loss: 1.7515 +2025-05-27 07:48:31,826 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 15:01:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.7806, loss: 1.7806 +2025-05-27 07:49:14,949 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 15:00:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7363, loss: 1.7363 +2025-05-27 07:49:58,025 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 15:00:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 1.7267, loss: 1.7267 +2025-05-27 07:50:41,057 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:59:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.7156, loss: 1.7156 +2025-05-27 07:51:24,108 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:58:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.7493, loss: 1.7493 +2025-05-27 07:52:07,121 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:57:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.6780, loss: 1.6780 +2025-05-27 07:52:50,134 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:57:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7608, loss: 1.7608 +2025-05-27 07:52:53,318 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-27 07:54:09,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:54:09,879 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9830 +2025-05-27 07:54:09,881 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8775, top5_acc: 0.9830 +2025-05-27 07:55:14,262 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:56:35, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6320, loss: 1.6320 +2025-05-27 07:55:57,326 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.7676, loss: 1.7676 +2025-05-27 07:56:40,366 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:55:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7345, loss: 1.7345 +2025-05-27 07:57:23,397 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:54:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7468, loss: 1.7468 +2025-05-27 07:58:06,332 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:53:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.6870, loss: 1.6870 +2025-05-27 07:58:49,481 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:52:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.7083, loss: 1.7083 +2025-05-27 07:59:32,525 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:52:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.6640, loss: 1.6640 +2025-05-27 08:00:15,646 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:51:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.6904, loss: 1.6904 +2025-05-27 08:00:58,710 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:50:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.7259, loss: 1.7259 +2025-05-27 08:01:41,792 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:49:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.7012, loss: 1.7012 +2025-05-27 08:02:24,851 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:49:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.6905, loss: 1.6905 +2025-05-27 08:03:07,937 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:48:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.6961, loss: 1.6961 +2025-05-27 08:03:50,973 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.6810, loss: 1.6810 +2025-05-27 08:04:34,031 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:47:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.7752, loss: 1.7752 +2025-05-27 08:05:17,249 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:46:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.6504, loss: 1.6504 +2025-05-27 08:06:00,185 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:45:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 1.7495, loss: 1.7495 +2025-05-27 08:06:43,227 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:44:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.6109, loss: 1.6109 +2025-05-27 08:07:26,301 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:44:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 1.6793, loss: 1.6793 +2025-05-27 08:08:09,413 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:43:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.6703, loss: 1.6703 +2025-05-27 08:08:52,528 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:42:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 1.8216, loss: 1.8216 +2025-05-27 08:09:35,663 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:41:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.7353, loss: 1.7353 +2025-05-27 08:10:18,705 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:41:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.6829, loss: 1.6829 +2025-05-27 08:11:01,696 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:40:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.7067, loss: 1.7067 +2025-05-27 08:11:44,645 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:39:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.7612, loss: 1.7612 +2025-05-27 08:12:27,658 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:38:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.8345, loss: 1.8345 +2025-05-27 08:12:30,723 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-27 08:13:47,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:13:47,526 - pyskl - INFO - +top1_acc 0.8898 +top5_acc 0.9837 +2025-05-27 08:13:47,582 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_99.pth was removed +2025-05-27 08:13:48,572 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2025-05-27 08:13:48,572 - pyskl - INFO - Best top1_acc is 0.8898 at 102 epoch. +2025-05-27 08:13:48,575 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8898, top5_acc: 0.9837 +2025-05-27 08:14:52,878 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:38:16, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.7076, loss: 1.7076 +2025-05-27 08:15:35,969 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:37:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6441, loss: 1.6441 +2025-05-27 08:16:19,077 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:36:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.7636, loss: 1.7636 +2025-05-27 08:17:02,313 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:36:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.7097, loss: 1.7097 +2025-05-27 08:17:45,442 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:35:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.5972, loss: 1.5972 +2025-05-27 08:18:28,511 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:34:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.6504, loss: 1.6504 +2025-05-27 08:19:11,347 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:33:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.6704, loss: 1.6704 +2025-05-27 08:19:54,303 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:33:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.7328, loss: 1.7328 +2025-05-27 08:20:37,319 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:32:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7034, loss: 1.7034 +2025-05-27 08:21:20,313 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:31:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.6791, loss: 1.6791 +2025-05-27 08:22:03,368 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:30:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.5848, loss: 1.5848 +2025-05-27 08:22:46,421 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:30:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.7579, loss: 1.7579 +2025-05-27 08:23:29,550 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:29:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.7574, loss: 1.7574 +2025-05-27 08:24:12,845 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:28:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6337, loss: 1.6337 +2025-05-27 08:24:56,366 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:27:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7110, loss: 1.7110 +2025-05-27 08:25:39,679 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.7195, loss: 1.7195 +2025-05-27 08:26:23,001 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:26:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.6899, loss: 1.6899 +2025-05-27 08:27:06,642 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:25:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7516, loss: 1.7516 +2025-05-27 08:27:50,496 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:25:02, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.7389, loss: 1.7389 +2025-05-27 08:28:34,225 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:24:18, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.6441, loss: 1.6441 +2025-05-27 08:29:17,848 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:23:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.6358, loss: 1.6358 +2025-05-27 08:30:01,501 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:22:50, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 1.6909, loss: 1.6909 +2025-05-27 08:30:45,185 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:22:06, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.6951, loss: 1.6951 +2025-05-27 08:31:28,817 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:21:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.7152, loss: 1.7152 +2025-05-27 08:32:12,023 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:20:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 1.6952, loss: 1.6952 +2025-05-27 08:32:15,115 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-27 08:33:31,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:33:31,897 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9826 +2025-05-27 08:33:31,899 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8793, top5_acc: 0.9826 +2025-05-27 08:34:36,382 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:20:00, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9994, loss_cls: 1.6924, loss: 1.6924 +2025-05-27 08:35:19,414 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:19:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.7078, loss: 1.7078 +2025-05-27 08:36:02,482 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.5527, loss: 1.5527 +2025-05-27 08:36:45,578 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:17:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.6373, loss: 1.6373 +2025-05-27 08:37:28,653 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:17:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5916, loss: 1.5916 +2025-05-27 08:38:11,718 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:16:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.6888, loss: 1.6888 +2025-05-27 08:38:54,762 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:15:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7563, loss: 1.7563 +2025-05-27 08:39:37,794 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:14:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.6925, loss: 1.6925 +2025-05-27 08:40:20,699 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:14:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.5840, loss: 1.5840 +2025-05-27 08:41:03,754 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:13:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.6918, loss: 1.6918 +2025-05-27 08:41:46,768 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:12:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.6693, loss: 1.6693 +2025-05-27 08:42:29,766 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:11:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.6522, loss: 1.6522 +2025-05-27 08:43:12,771 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:11:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.7157, loss: 1.7157 +2025-05-27 08:43:55,978 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:10:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 1.6104, loss: 1.6104 +2025-05-27 08:44:39,077 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:09:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.5722, loss: 1.5722 +2025-05-27 08:45:22,345 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:08:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.6975, loss: 1.6975 +2025-05-27 08:46:05,455 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:08:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.7332, loss: 1.7332 +2025-05-27 08:46:48,556 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:07:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6110, loss: 1.6110 +2025-05-27 08:47:31,873 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:06:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.6603, loss: 1.6603 +2025-05-27 08:48:15,053 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 14:06:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.7221, loss: 1.7221 +2025-05-27 08:48:58,197 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 14:05:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.6676, loss: 1.6676 +2025-05-27 08:49:41,298 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 14:04:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.6610, loss: 1.6610 +2025-05-27 08:50:24,461 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 14:03:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 1.7060, loss: 1.7060 +2025-05-27 08:51:07,606 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 14:03:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.6795, loss: 1.6795 +2025-05-27 08:51:50,672 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 14:02:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7090, loss: 1.7090 +2025-05-27 08:51:53,823 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-27 08:53:10,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:53:10,766 - pyskl - INFO - +top1_acc 0.8847 +top5_acc 0.9835 +2025-05-27 08:53:10,768 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8847, top5_acc: 0.9835 +2025-05-27 08:54:14,847 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 14:01:41, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.5964, loss: 1.5964 +2025-05-27 08:54:58,246 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 14:00:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5360, loss: 1.5360 +2025-05-27 08:55:41,650 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 14:00:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.5111, loss: 1.5111 +2025-05-27 08:56:24,986 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:59:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.6214, loss: 1.6214 +2025-05-27 08:57:08,318 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:58:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5307, loss: 1.5307 +2025-05-27 08:57:51,776 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:58:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.6376, loss: 1.6376 +2025-05-27 08:58:35,280 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:57:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.5752, loss: 1.5752 +2025-05-27 08:59:18,550 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:56:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.7538, loss: 1.7538 +2025-05-27 09:00:01,857 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:55:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.7451, loss: 1.7451 +2025-05-27 09:00:45,327 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:55:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 1.6024, loss: 1.6024 +2025-05-27 09:01:28,843 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:54:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.5949, loss: 1.5949 +2025-05-27 09:02:12,383 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:53:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9912, loss_cls: 1.6938, loss: 1.6938 +2025-05-27 09:02:55,893 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:52:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.7322, loss: 1.7322 +2025-05-27 09:03:39,496 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:52:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.6045, loss: 1.6045 +2025-05-27 09:04:23,114 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:51:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.6298, loss: 1.6298 +2025-05-27 09:05:06,731 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:50:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.6696, loss: 1.6696 +2025-05-27 09:05:50,344 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:49:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.6525, loss: 1.6525 +2025-05-27 09:06:34,155 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:49:13, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.7162, loss: 1.7162 +2025-05-27 09:07:17,865 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:48:29, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.7194, loss: 1.7194 +2025-05-27 09:08:01,523 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:47:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.7226, loss: 1.7226 +2025-05-27 09:08:45,005 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:47:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.7065, loss: 1.7065 +2025-05-27 09:09:28,552 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:46:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.7439, loss: 1.7439 +2025-05-27 09:10:12,139 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:45:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.7250, loss: 1.7250 +2025-05-27 09:10:55,554 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:44:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.6996, loss: 1.6996 +2025-05-27 09:11:39,287 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:44:05, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.7484, loss: 1.7484 +2025-05-27 09:11:42,446 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-27 09:20:44,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:20:44,949 - pyskl - INFO - +top1_acc 0.8830 +top5_acc 0.9840 +2025-05-27 09:20:44,951 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8830, top5_acc: 0.9840 +2025-05-27 09:21:49,490 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:43:26, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.5860, loss: 1.5860 +2025-05-27 09:22:32,526 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.5470, loss: 1.5470 +2025-05-27 09:23:15,513 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:41:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.5656, loss: 1.5656 +2025-05-27 09:23:58,489 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:41:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5502, loss: 1.5502 +2025-05-27 09:24:41,519 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6323, loss: 1.6323 +2025-05-27 09:25:24,586 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:39:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.6098, loss: 1.6098 +2025-05-27 09:26:07,615 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:39:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.5368, loss: 1.5368 +2025-05-27 09:26:50,689 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:38:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.6402, loss: 1.6402 +2025-05-27 09:27:33,706 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:37:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.6688, loss: 1.6688 +2025-05-27 09:28:16,680 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:36:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.6613, loss: 1.6613 +2025-05-27 09:28:59,602 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:36:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.6806, loss: 1.6806 +2025-05-27 09:29:42,650 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:35:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.6122, loss: 1.6122 +2025-05-27 09:30:25,766 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:34:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.5879, loss: 1.5879 +2025-05-27 09:31:08,926 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:33:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.6051, loss: 1.6051 +2025-05-27 09:31:52,038 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:33:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.6389, loss: 1.6389 +2025-05-27 09:32:35,319 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:32:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.6359, loss: 1.6359 +2025-05-27 09:33:18,581 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:31:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.7147, loss: 1.7147 +2025-05-27 09:34:01,718 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:30:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.7407, loss: 1.7407 +2025-05-27 09:34:44,821 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:30:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.6499, loss: 1.6499 +2025-05-27 09:35:28,021 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:29:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.6739, loss: 1.6739 +2025-05-27 09:36:11,150 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:28:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6070, loss: 1.6070 +2025-05-27 09:36:54,260 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:27:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.5250, loss: 1.5250 +2025-05-27 09:37:37,302 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:27:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.5267, loss: 1.5267 +2025-05-27 09:38:20,359 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:26:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.6843, loss: 1.6843 +2025-05-27 09:39:03,392 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:25:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.7567, loss: 1.7567 +2025-05-27 09:39:06,543 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-27 09:40:23,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:40:23,439 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9845 +2025-05-27 09:40:23,494 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_102.pth was removed +2025-05-27 09:40:24,540 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-05-27 09:40:24,541 - pyskl - INFO - Best top1_acc is 0.8900 at 106 epoch. +2025-05-27 09:40:24,543 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8900, top5_acc: 0.9845 +2025-05-27 09:41:29,081 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:25:07, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.5999, loss: 1.5999 +2025-05-27 09:42:12,079 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:24:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9944, loss_cls: 1.5680, loss: 1.5680 +2025-05-27 09:42:55,105 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:23:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.4890, loss: 1.4890 +2025-05-27 09:43:38,151 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:22:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.5952, loss: 1.5952 +2025-05-27 09:44:21,172 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:22:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.5458, loss: 1.5458 +2025-05-27 09:45:04,113 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:21:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6096, loss: 1.6096 +2025-05-27 09:45:47,126 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:20:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.4688, loss: 1.4688 +2025-05-27 09:46:30,044 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:19:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.5698, loss: 1.5698 +2025-05-27 09:47:13,094 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:19:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.5131, loss: 1.5131 +2025-05-27 09:47:56,214 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:18:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.6609, loss: 1.6609 +2025-05-27 09:48:39,267 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:17:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.6890, loss: 1.6890 +2025-05-27 09:49:22,362 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:17:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.6443, loss: 1.6443 +2025-05-27 09:50:05,439 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:16:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6181, loss: 1.6181 +2025-05-27 09:50:48,575 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:15:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.5585, loss: 1.5585 +2025-05-27 09:51:31,664 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:14:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.5782, loss: 1.5782 +2025-05-27 09:52:14,773 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.5830, loss: 1.5830 +2025-05-27 09:52:58,006 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:13:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.5801, loss: 1.5801 +2025-05-27 09:53:41,206 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:12:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.6362, loss: 1.6362 +2025-05-27 09:54:24,315 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:11:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.5441, loss: 1.5441 +2025-05-27 09:55:07,530 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:11:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9931, loss_cls: 1.5733, loss: 1.5733 +2025-05-27 09:55:50,734 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:10:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.5440, loss: 1.5440 +2025-05-27 09:56:33,927 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:09:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.5814, loss: 1.5814 +2025-05-27 09:57:16,911 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:08:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.6136, loss: 1.6136 +2025-05-27 09:57:59,952 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:08:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.6363, loss: 1.6363 +2025-05-27 09:58:43,060 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:07:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.6672, loss: 1.6672 +2025-05-27 09:58:46,207 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-27 10:00:02,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:00:02,949 - pyskl - INFO - +top1_acc 0.8964 +top5_acc 0.9859 +2025-05-27 10:00:03,006 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_106.pth was removed +2025-05-27 10:00:04,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-05-27 10:00:04,040 - pyskl - INFO - Best top1_acc is 0.8964 at 107 epoch. +2025-05-27 10:00:04,042 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8964, top5_acc: 0.9859 +2025-05-27 10:01:08,230 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:06:48, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5322, loss: 1.5322 +2025-05-27 10:01:51,173 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 13:06:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.5659, loss: 1.5659 +2025-05-27 10:02:34,474 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 13:05:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5289, loss: 1.5289 +2025-05-27 10:03:17,757 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 13:04:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.5246, loss: 1.5246 +2025-05-27 10:04:00,682 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 13:03:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.5798, loss: 1.5798 +2025-05-27 10:04:43,558 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 13:03:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9938, loss_cls: 1.5762, loss: 1.5762 +2025-05-27 10:05:26,521 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 13:02:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.5942, loss: 1.5942 +2025-05-27 10:06:09,467 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 13:01:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5486, loss: 1.5486 +2025-05-27 10:06:52,443 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 13:00:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5523, loss: 1.5523 +2025-05-27 10:07:35,421 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 13:00:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.5220, loss: 1.5220 +2025-05-27 10:08:18,375 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:59:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.5874, loss: 1.5874 +2025-05-27 10:09:01,367 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:58:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.5287, loss: 1.5287 +2025-05-27 10:09:44,438 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:57:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.5728, loss: 1.5728 +2025-05-27 10:10:27,568 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:57:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.6475, loss: 1.6475 +2025-05-27 10:11:10,624 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:56:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 1.5953, loss: 1.5953 +2025-05-27 10:11:53,633 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:55:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.5288, loss: 1.5288 +2025-05-27 10:12:36,734 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.6237, loss: 1.6237 +2025-05-27 10:13:19,806 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:54:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.5122, loss: 1.5122 +2025-05-27 10:14:02,943 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:53:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.6441, loss: 1.6441 +2025-05-27 10:14:46,060 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:52:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.5662, loss: 1.5662 +2025-05-27 10:15:29,106 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:52:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.6059, loss: 1.6059 +2025-05-27 10:16:12,153 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:51:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.5478, loss: 1.5478 +2025-05-27 10:16:55,125 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:50:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.6079, loss: 1.6079 +2025-05-27 10:17:38,047 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:49:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.5965, loss: 1.5965 +2025-05-27 10:18:21,026 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:49:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.6674, loss: 1.6674 +2025-05-27 10:18:24,124 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-27 10:19:40,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:19:40,976 - pyskl - INFO - +top1_acc 0.8974 +top5_acc 0.9845 +2025-05-27 10:19:41,032 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_107.pth was removed +2025-05-27 10:19:42,071 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-05-27 10:19:42,072 - pyskl - INFO - Best top1_acc is 0.8974 at 108 epoch. +2025-05-27 10:19:42,075 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8974, top5_acc: 0.9845 +2025-05-27 10:20:46,134 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:48:28, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.4581, loss: 1.4581 +2025-05-27 10:21:29,127 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:47:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.6165, loss: 1.6165 +2025-05-27 10:22:12,113 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:47:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.5111, loss: 1.5111 +2025-05-27 10:22:55,150 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:46:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.4802, loss: 1.4802 +2025-05-27 10:23:38,123 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:45:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.5007, loss: 1.5007 +2025-05-27 10:24:21,106 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:44:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.5321, loss: 1.5321 +2025-05-27 10:25:04,101 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:44:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.5793, loss: 1.5793 +2025-05-27 10:25:47,201 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:43:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.5087, loss: 1.5087 +2025-05-27 10:26:30,184 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:42:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.5964, loss: 1.5964 +2025-05-27 10:27:13,257 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:41:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.6014, loss: 1.6014 +2025-05-27 10:27:56,244 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:41:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 1.4646, loss: 1.4646 +2025-05-27 10:28:39,158 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:40:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.5721, loss: 1.5721 +2025-05-27 10:29:22,189 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:39:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.5341, loss: 1.5341 +2025-05-27 10:30:05,217 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:38:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.5902, loss: 1.5902 +2025-05-27 10:30:48,255 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:38:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6378, loss: 1.6378 +2025-05-27 10:31:31,323 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:37:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.5688, loss: 1.5688 +2025-05-27 10:32:14,425 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:36:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.5475, loss: 1.5475 +2025-05-27 10:32:57,490 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:35:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.5566, loss: 1.5566 +2025-05-27 10:33:40,541 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:35:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.5842, loss: 1.5842 +2025-05-27 10:34:23,593 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:34:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.5068, loss: 1.5068 +2025-05-27 10:35:06,580 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:33:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.5315, loss: 1.5315 +2025-05-27 10:35:49,507 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.6307, loss: 1.6307 +2025-05-27 10:36:32,568 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:32:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.6171, loss: 1.6171 +2025-05-27 10:37:15,610 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:31:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.5128, loss: 1.5128 +2025-05-27 10:37:58,704 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:30:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.6235, loss: 1.6235 +2025-05-27 10:38:01,772 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-27 10:39:18,940 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:39:19,007 - pyskl - INFO - +top1_acc 0.8843 +top5_acc 0.9825 +2025-05-27 10:39:19,010 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8843, top5_acc: 0.9825 +2025-05-27 10:40:23,535 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:30:09, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.4796, loss: 1.4796 +2025-05-27 10:41:06,740 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:29:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.4852, loss: 1.4852 +2025-05-27 10:41:50,062 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:28:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.5534, loss: 1.5534 +2025-05-27 10:42:33,370 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:27:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5637, loss: 1.5637 +2025-05-27 10:43:16,352 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:27:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.6024, loss: 1.6024 +2025-05-27 10:43:59,164 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:26:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5357, loss: 1.5357 +2025-05-27 10:44:42,020 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:25:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.5612, loss: 1.5612 +2025-05-27 10:45:24,873 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:25:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.5179, loss: 1.5179 +2025-05-27 10:46:07,738 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:24:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.5074, loss: 1.5074 +2025-05-27 10:46:50,815 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:23:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.5412, loss: 1.5412 +2025-05-27 10:47:33,963 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:22:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.4967, loss: 1.4967 +2025-05-27 10:48:16,964 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:22:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.5351, loss: 1.5351 +2025-05-27 10:48:59,900 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:21:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.5197, loss: 1.5197 +2025-05-27 10:49:42,883 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:20:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.5614, loss: 1.5614 +2025-05-27 10:50:25,852 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:19:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5560, loss: 1.5560 +2025-05-27 10:51:08,718 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:19:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.5536, loss: 1.5536 +2025-05-27 10:51:51,713 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:18:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.5992, loss: 1.5992 +2025-05-27 10:52:34,734 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:17:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.5783, loss: 1.5783 +2025-05-27 10:53:17,848 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:16:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.5237, loss: 1.5237 +2025-05-27 10:54:00,679 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:16:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.5167, loss: 1.5167 +2025-05-27 10:54:43,539 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:15:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5335, loss: 1.5335 +2025-05-27 10:55:26,400 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:14:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5246, loss: 1.5246 +2025-05-27 10:56:09,310 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:13:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.5053, loss: 1.5053 +2025-05-27 10:56:52,371 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:13:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.5024, loss: 1.5024 +2025-05-27 10:57:35,596 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:12:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.5666, loss: 1.5666 +2025-05-27 10:57:38,754 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-27 11:05:58,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:05:58,444 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9850 +2025-05-27 11:05:58,446 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8835, top5_acc: 0.9850 +2025-05-27 11:07:02,521 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:11:49, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.5258, loss: 1.5258 +2025-05-27 11:07:45,613 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:11:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.4465, loss: 1.4465 +2025-05-27 11:08:28,524 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:10:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.4064, loss: 1.4064 +2025-05-27 11:09:11,327 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:09:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.5107, loss: 1.5107 +2025-05-27 11:09:54,371 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:08:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.5038, loss: 1.5038 +2025-05-27 11:10:37,331 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:08:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5058, loss: 1.5058 +2025-05-27 11:11:20,416 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:07:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.4603, loss: 1.4603 +2025-05-27 11:12:03,606 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:06:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.5730, loss: 1.5730 +2025-05-27 11:12:46,558 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:05:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4508, loss: 1.4508 +2025-05-27 11:13:29,570 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 12:05:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 1.4626, loss: 1.4626 +2025-05-27 11:14:12,703 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 12:04:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.4561, loss: 1.4561 +2025-05-27 11:14:55,727 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 12:03:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.4497, loss: 1.4497 +2025-05-27 11:15:38,910 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 12:02:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.4742, loss: 1.4742 +2025-05-27 11:16:22,078 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 12:02:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.5115, loss: 1.5115 +2025-05-27 11:17:05,174 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 12:01:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.5472, loss: 1.5472 +2025-05-27 11:17:48,171 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 12:00:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5033, loss: 1.5033 +2025-05-27 11:18:31,210 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 12:00:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.5842, loss: 1.5842 +2025-05-27 11:19:14,349 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:59:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.5636, loss: 1.5636 +2025-05-27 11:19:57,649 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:58:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5016, loss: 1.5016 +2025-05-27 11:20:40,829 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:57:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.5643, loss: 1.5643 +2025-05-27 11:21:24,055 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:57:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5403, loss: 1.5403 +2025-05-27 11:22:07,346 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:56:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.5009, loss: 1.5009 +2025-05-27 11:22:50,511 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:55:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5059, loss: 1.5059 +2025-05-27 11:23:33,553 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:54:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5066, loss: 1.5066 +2025-05-27 11:24:16,713 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:54:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.5388, loss: 1.5388 +2025-05-27 11:24:19,777 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-27 11:25:36,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:25:36,454 - pyskl - INFO - +top1_acc 0.8825 +top5_acc 0.9827 +2025-05-27 11:25:36,456 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8825, top5_acc: 0.9827 +2025-05-27 11:26:40,106 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:53:30, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.4718, loss: 1.4718 +2025-05-27 11:27:23,202 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:52:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.4901, loss: 1.4901 +2025-05-27 11:28:06,203 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:52:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.4745, loss: 1.4745 +2025-05-27 11:28:48,851 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:51:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4417, loss: 1.4417 +2025-05-27 11:29:31,349 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:50:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.4995, loss: 1.4995 +2025-05-27 11:30:14,187 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:49:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.5361, loss: 1.5361 +2025-05-27 11:30:57,144 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:49:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4566, loss: 1.4566 +2025-05-27 11:31:40,121 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:48:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5124, loss: 1.5124 +2025-05-27 11:32:23,089 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:47:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.5468, loss: 1.5468 +2025-05-27 11:33:06,055 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:46:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.4841, loss: 1.4841 +2025-05-27 11:33:48,988 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:46:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.4726, loss: 1.4726 +2025-05-27 11:34:31,786 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:45:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.4396, loss: 1.4396 +2025-05-27 11:35:14,787 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:44:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.4821, loss: 1.4821 +2025-05-27 11:35:57,933 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:43:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5387, loss: 1.5387 +2025-05-27 11:36:41,172 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:43:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.5400, loss: 1.5400 +2025-05-27 11:37:24,270 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:42:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.4810, loss: 1.4810 +2025-05-27 11:38:07,281 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:41:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5488, loss: 1.5488 +2025-05-27 11:38:50,487 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:40:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.5205, loss: 1.5205 +2025-05-27 11:39:33,594 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:40:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.4300, loss: 1.4300 +2025-05-27 11:40:16,734 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:39:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.5829, loss: 1.5829 +2025-05-27 11:40:59,786 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:38:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4890, loss: 1.4890 +2025-05-27 11:41:42,733 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:38:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.4785, loss: 1.4785 +2025-05-27 11:42:25,795 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:37:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.5799, loss: 1.5799 +2025-05-27 11:43:08,763 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:36:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.4803, loss: 1.4803 +2025-05-27 11:43:51,789 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:35:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5296, loss: 1.5296 +2025-05-27 11:43:54,842 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-27 11:45:11,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:45:11,683 - pyskl - INFO - +top1_acc 0.8821 +top5_acc 0.9816 +2025-05-27 11:45:11,686 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8821, top5_acc: 0.9816 +2025-05-27 11:46:15,617 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:35:10, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4397, loss: 1.4397 +2025-05-27 11:46:58,515 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:34:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 1.4009, loss: 1.4009 +2025-05-27 11:47:41,425 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:33:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-05-27 11:48:24,349 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:32:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.5186, loss: 1.5186 +2025-05-27 11:49:07,329 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:32:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.5230, loss: 1.5230 +2025-05-27 11:49:50,284 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:31:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4068, loss: 1.4068 +2025-05-27 11:50:33,243 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:30:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.3827, loss: 1.3827 +2025-05-27 11:51:16,157 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:30:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.3630, loss: 1.3630 +2025-05-27 11:51:59,086 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:29:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.4484, loss: 1.4484 +2025-05-27 11:52:42,050 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:28:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4744, loss: 1.4744 +2025-05-27 11:53:25,031 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:27:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.5303, loss: 1.5303 +2025-05-27 11:54:08,014 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:27:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.4124, loss: 1.4124 +2025-05-27 11:54:50,897 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:26:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.4711, loss: 1.4711 +2025-05-27 11:55:33,891 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:25:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4394, loss: 1.4394 +2025-05-27 11:56:16,971 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:24:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.5398, loss: 1.5398 +2025-05-27 11:57:00,193 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:24:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4997, loss: 1.4997 +2025-05-27 11:57:43,265 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:23:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.5150, loss: 1.5150 +2025-05-27 11:58:26,386 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:22:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.5003, loss: 1.5003 +2025-05-27 11:59:09,417 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:21:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.5702, loss: 1.5702 +2025-05-27 11:59:52,515 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:21:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5661, loss: 1.5661 +2025-05-27 12:00:35,830 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:20:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.4827, loss: 1.4827 +2025-05-27 12:01:19,008 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:19:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.4089, loss: 1.4089 +2025-05-27 12:02:02,226 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:18:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.4824, loss: 1.4824 +2025-05-27 12:02:45,385 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:18:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5110, loss: 1.5110 +2025-05-27 12:03:28,657 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:17:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.4973, loss: 1.4973 +2025-05-27 12:03:31,717 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-27 12:04:48,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:04:48,471 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9826 +2025-05-27 12:04:48,474 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8928, top5_acc: 0.9826 +2025-05-27 12:05:52,733 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:16:50, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4533, loss: 1.4533 +2025-05-27 12:06:35,701 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:16:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.3607, loss: 1.3607 +2025-05-27 12:07:18,715 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:15:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4213, loss: 1.4213 +2025-05-27 12:08:01,704 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:14:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.3850, loss: 1.3850 +2025-05-27 12:08:44,745 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:13:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.4070, loss: 1.4070 +2025-05-27 12:09:27,743 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:13:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.4260, loss: 1.4260 +2025-05-27 12:10:10,770 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:12:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4123, loss: 1.4123 +2025-05-27 12:10:53,692 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:11:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.4259, loss: 1.4259 +2025-05-27 12:11:36,642 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:10:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.4698, loss: 1.4698 +2025-05-27 12:12:19,721 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:10:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4726, loss: 1.4726 +2025-05-27 12:13:02,717 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:09:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.4561, loss: 1.4561 +2025-05-27 12:13:45,678 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:08:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4424, loss: 1.4424 +2025-05-27 12:14:28,667 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:08:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.4566, loss: 1.4566 +2025-05-27 12:15:11,736 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:07:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5138, loss: 1.5138 +2025-05-27 12:15:54,806 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:06:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4149, loss: 1.4149 +2025-05-27 12:16:37,902 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:05:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.5202, loss: 1.5202 +2025-05-27 12:17:20,905 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 11:05:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.4318, loss: 1.4318 +2025-05-27 12:18:04,181 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 11:04:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4294, loss: 1.4294 +2025-05-27 12:18:47,394 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 11:03:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.5146, loss: 1.5146 +2025-05-27 12:19:30,613 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 11:02:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3863, loss: 1.3863 +2025-05-27 12:20:13,681 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 11:02:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.4946, loss: 1.4946 +2025-05-27 12:20:56,773 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 11:01:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.4604, loss: 1.4604 +2025-05-27 12:21:39,809 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 11:00:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4794, loss: 1.4794 +2025-05-27 12:22:22,852 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:59:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.4394, loss: 1.4394 +2025-05-27 12:23:06,066 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.4884, loss: 1.4884 +2025-05-27 12:23:09,182 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-27 12:24:26,267 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:24:26,335 - pyskl - INFO - +top1_acc 0.8910 +top5_acc 0.9836 +2025-05-27 12:24:26,338 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8910, top5_acc: 0.9836 +2025-05-27 12:25:31,282 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:58:31, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.5023, loss: 1.5023 +2025-05-27 12:26:14,682 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:57:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4222, loss: 1.4222 +2025-05-27 12:26:58,138 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:57:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4329, loss: 1.4329 +2025-05-27 12:27:41,751 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:56:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3523, loss: 1.3523 +2025-05-27 12:28:25,356 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:55:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4117, loss: 1.4117 +2025-05-27 12:29:08,757 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:54:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.4402, loss: 1.4402 +2025-05-27 12:29:52,099 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:54:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4365, loss: 1.4365 +2025-05-27 12:30:35,334 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:53:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.3793, loss: 1.3793 +2025-05-27 12:31:18,585 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:52:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.4384, loss: 1.4384 +2025-05-27 12:32:01,726 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:51:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.4838, loss: 1.4838 +2025-05-27 12:32:44,832 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:51:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.4349, loss: 1.4349 +2025-05-27 12:33:27,982 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:50:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.3977, loss: 1.3977 +2025-05-27 12:34:11,103 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:49:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.4313, loss: 1.4313 +2025-05-27 12:34:54,162 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:48:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.4767, loss: 1.4767 +2025-05-27 12:35:37,178 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:48:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.4341, loss: 1.4341 +2025-05-27 12:36:20,172 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:47:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.4081, loss: 1.4081 +2025-05-27 12:37:03,172 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:46:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.3913, loss: 1.3913 +2025-05-27 12:37:46,282 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:46:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.3781, loss: 1.3781 +2025-05-27 12:38:29,450 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:45:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.3947, loss: 1.3947 +2025-05-27 12:39:12,618 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:44:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.3964, loss: 1.3964 +2025-05-27 12:39:55,630 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.4540, loss: 1.4540 +2025-05-27 12:40:38,606 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:43:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.4881, loss: 1.4881 +2025-05-27 12:41:21,573 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:42:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-05-27 12:42:04,536 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:41:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.4706, loss: 1.4706 +2025-05-27 12:42:47,757 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:40:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.4176, loss: 1.4176 +2025-05-27 12:42:50,911 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-27 12:51:52,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:51:52,139 - pyskl - INFO - +top1_acc 0.8959 +top5_acc 0.9842 +2025-05-27 12:51:52,142 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8959, top5_acc: 0.9842 +2025-05-27 12:52:56,339 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:40:13, time: 0.642, data_time: 0.215, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-05-27 12:53:39,287 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:39:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.5135, loss: 1.5135 +2025-05-27 12:54:22,246 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:38:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4183, loss: 1.4183 +2025-05-27 12:55:05,118 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3965, loss: 1.3965 +2025-05-27 12:55:48,145 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:37:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.3724, loss: 1.3724 +2025-05-27 12:56:31,155 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:36:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.3981, loss: 1.3981 +2025-05-27 12:57:14,198 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:35:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.4420, loss: 1.4420 +2025-05-27 12:57:57,411 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:35:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.4021, loss: 1.4021 +2025-05-27 12:58:40,346 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:34:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.4003, loss: 1.4003 +2025-05-27 12:59:23,377 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:33:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.3300, loss: 1.3300 +2025-05-27 13:00:06,372 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:32:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3855, loss: 1.3855 +2025-05-27 13:00:49,471 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:32:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.4647, loss: 1.4647 +2025-05-27 13:01:32,496 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:31:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.4999, loss: 1.4999 +2025-05-27 13:02:15,691 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:30:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4363, loss: 1.4363 +2025-05-27 13:02:58,839 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:29:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.4101, loss: 1.4101 +2025-05-27 13:03:41,834 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:29:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.3834, loss: 1.3834 +2025-05-27 13:04:24,890 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:28:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.4458, loss: 1.4458 +2025-05-27 13:05:07,965 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:27:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.3911, loss: 1.3911 +2025-05-27 13:05:50,958 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:27:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.4096, loss: 1.4096 +2025-05-27 13:06:33,994 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:26:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4079, loss: 1.4079 +2025-05-27 13:07:17,006 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:25:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.4251, loss: 1.4251 +2025-05-27 13:08:00,178 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:24:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4224, loss: 1.4224 +2025-05-27 13:08:43,298 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:24:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.4323, loss: 1.4323 +2025-05-27 13:09:26,388 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:23:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4011, loss: 1.4011 +2025-05-27 13:10:09,437 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:22:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4154, loss: 1.4154 +2025-05-27 13:10:12,525 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-27 13:11:29,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:11:29,352 - pyskl - INFO - +top1_acc 0.9013 +top5_acc 0.9834 +2025-05-27 13:11:29,405 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_108.pth was removed +2025-05-27 13:11:30,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-05-27 13:11:30,401 - pyskl - INFO - Best top1_acc is 0.9013 at 116 epoch. +2025-05-27 13:11:30,403 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.9013, top5_acc: 0.9834 +2025-05-27 13:12:35,190 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:21:54, time: 0.648, data_time: 0.214, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2965, loss: 1.2965 +2025-05-27 13:13:18,260 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:21:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3577, loss: 1.3577 +2025-05-27 13:14:01,308 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:20:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.3927, loss: 1.3927 +2025-05-27 13:14:44,338 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:19:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.3814, loss: 1.3814 +2025-05-27 13:15:27,357 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:18:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.3156, loss: 1.3156 +2025-05-27 13:16:10,332 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:18:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3056, loss: 1.3056 +2025-05-27 13:16:53,400 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:17:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.3809, loss: 1.3809 +2025-05-27 13:17:36,479 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:16:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.3677, loss: 1.3677 +2025-05-27 13:18:19,526 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:16:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.3302, loss: 1.3302 +2025-05-27 13:19:02,577 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:15:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.3869, loss: 1.3869 +2025-05-27 13:19:45,661 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:14:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4031, loss: 1.4031 +2025-05-27 13:20:28,713 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:13:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.3360, loss: 1.3360 +2025-05-27 13:21:11,707 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:13:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.3814, loss: 1.3814 +2025-05-27 13:21:54,795 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:12:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.3905, loss: 1.3905 +2025-05-27 13:22:37,910 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:11:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.3964, loss: 1.3964 +2025-05-27 13:23:20,942 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:10:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.3886, loss: 1.3886 +2025-05-27 13:24:04,018 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:10:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.4220, loss: 1.4220 +2025-05-27 13:24:47,146 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:09:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.3659, loss: 1.3659 +2025-05-27 13:25:30,326 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:08:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.4524, loss: 1.4524 +2025-05-27 13:26:13,532 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:07:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.4088, loss: 1.4088 +2025-05-27 13:26:56,789 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:07:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4360, loss: 1.4360 +2025-05-27 13:27:39,976 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:06:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.3989, loss: 1.3989 +2025-05-27 13:28:23,189 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:05:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4044, loss: 1.4044 +2025-05-27 13:29:06,380 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:05:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4071, loss: 1.4071 +2025-05-27 13:29:49,878 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 10:04:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 +2025-05-27 13:29:52,991 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-27 13:31:09,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:31:09,682 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9841 +2025-05-27 13:31:09,685 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8965, top5_acc: 0.9841 +2025-05-27 13:32:13,751 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 10:03:35, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.3150, loss: 1.3150 +2025-05-27 13:32:56,650 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 10:02:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3490, loss: 1.3490 +2025-05-27 13:33:39,595 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 10:02:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3466, loss: 1.3466 +2025-05-27 13:34:22,512 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 10:01:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.3351, loss: 1.3351 +2025-05-27 13:35:05,375 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 10:00:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3353, loss: 1.3353 +2025-05-27 13:35:48,305 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:59:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.3920, loss: 1.3920 +2025-05-27 13:36:31,322 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:59:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3763, loss: 1.3763 +2025-05-27 13:37:14,285 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:58:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3029, loss: 1.3029 +2025-05-27 13:37:57,224 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:57:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.3302, loss: 1.3302 +2025-05-27 13:38:40,198 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:56:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.2873, loss: 1.2873 +2025-05-27 13:39:23,211 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:56:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3499, loss: 1.3499 +2025-05-27 13:40:06,176 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:55:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.3421, loss: 1.3421 +2025-05-27 13:40:49,162 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4076, loss: 1.4076 +2025-05-27 13:41:32,214 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:54:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.3630, loss: 1.3630 +2025-05-27 13:42:15,268 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:53:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3142, loss: 1.3142 +2025-05-27 13:42:58,209 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:52:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.4282, loss: 1.4282 +2025-05-27 13:43:41,158 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:51:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.3821, loss: 1.3821 +2025-05-27 13:44:24,413 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:51:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.4703, loss: 1.4703 +2025-05-27 13:45:07,511 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:50:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3561, loss: 1.3561 +2025-05-27 13:45:50,781 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:49:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3312, loss: 1.3312 +2025-05-27 13:46:33,838 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:48:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.3399, loss: 1.3399 +2025-05-27 13:47:16,885 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.3583, loss: 1.3583 +2025-05-27 13:48:00,031 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:47:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.3683, loss: 1.3683 +2025-05-27 13:48:43,192 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:46:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.3905, loss: 1.3905 +2025-05-27 13:49:26,333 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:45:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.4270, loss: 1.4270 +2025-05-27 13:49:29,426 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-27 13:50:46,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:50:46,502 - pyskl - INFO - +top1_acc 0.8986 +top5_acc 0.9842 +2025-05-27 13:50:46,504 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8986, top5_acc: 0.9842 +2025-05-27 13:51:50,655 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:45:16, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3189, loss: 1.3189 +2025-05-27 13:52:33,612 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:44:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3368, loss: 1.3368 +2025-05-27 13:53:16,813 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:43:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3331, loss: 1.3331 +2025-05-27 13:53:59,947 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:43:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.3497, loss: 1.3497 +2025-05-27 13:54:43,069 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:42:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.3588, loss: 1.3588 +2025-05-27 13:55:26,156 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:41:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3577, loss: 1.3577 +2025-05-27 13:56:09,219 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:40:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4025, loss: 1.4025 +2025-05-27 13:56:52,307 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:40:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.2847, loss: 1.2847 +2025-05-27 13:57:35,314 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:39:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3141, loss: 1.3141 +2025-05-27 13:58:18,280 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:38:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.3342, loss: 1.3342 +2025-05-27 13:59:01,209 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:37:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3265, loss: 1.3265 +2025-05-27 13:59:44,240 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:37:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2796, loss: 1.2796 +2025-05-27 14:00:27,232 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:36:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2874, loss: 1.2874 +2025-05-27 14:01:10,417 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:35:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2764, loss: 1.2764 +2025-05-27 14:01:53,506 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:34:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-05-27 14:02:36,542 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:34:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.3720, loss: 1.3720 +2025-05-27 14:03:19,577 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:33:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3296, loss: 1.3296 +2025-05-27 14:04:02,722 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:32:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.3921, loss: 1.3921 +2025-05-27 14:04:45,792 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:32:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3453, loss: 1.3453 +2025-05-27 14:05:28,878 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:31:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3693, loss: 1.3693 +2025-05-27 14:06:11,910 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:30:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.3105, loss: 1.3105 +2025-05-27 14:06:54,909 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:29:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3190, loss: 1.3190 +2025-05-27 14:07:37,781 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:29:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2952, loss: 1.2952 +2025-05-27 14:08:20,725 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:28:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.3369, loss: 1.3369 +2025-05-27 14:09:03,514 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:27:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.3590, loss: 1.3590 +2025-05-27 14:09:06,601 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-27 14:10:23,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:10:23,390 - pyskl - INFO - +top1_acc 0.9002 +top5_acc 0.9862 +2025-05-27 14:10:23,392 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.9002, top5_acc: 0.9862 +2025-05-27 14:11:27,613 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:26:57, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2871, loss: 1.2871 +2025-05-27 14:12:10,683 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:26:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.2825, loss: 1.2825 +2025-05-27 14:12:53,797 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:25:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3005, loss: 1.3005 +2025-05-27 14:13:36,913 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3181, loss: 1.3181 +2025-05-27 14:14:20,057 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:24:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2964, loss: 1.2964 +2025-05-27 14:15:03,014 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:23:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.3111, loss: 1.3111 +2025-05-27 14:15:45,936 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:22:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2984, loss: 1.2984 +2025-05-27 14:16:28,917 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:21:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-05-27 14:17:12,049 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:21:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.2989, loss: 1.2989 +2025-05-27 14:17:55,225 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:20:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3252, loss: 1.3252 +2025-05-27 14:18:38,310 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:19:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.3410, loss: 1.3410 +2025-05-27 14:19:21,394 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3009, loss: 1.3009 +2025-05-27 14:20:04,218 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:18:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-05-27 14:20:47,042 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:17:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3341, loss: 1.3341 +2025-05-27 14:21:29,893 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:16:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3479, loss: 1.3479 +2025-05-27 14:22:12,728 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:15:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2948, loss: 1.2948 +2025-05-27 14:22:55,523 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:15:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3637, loss: 1.3637 +2025-05-27 14:23:38,366 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:14:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.2807, loss: 1.2807 +2025-05-27 14:24:21,262 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:13:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.2905, loss: 1.2905 +2025-05-27 14:25:04,200 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:13:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.2845, loss: 1.2845 +2025-05-27 14:25:47,020 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:12:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.3902, loss: 1.3902 +2025-05-27 14:26:29,942 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:11:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3281, loss: 1.3281 +2025-05-27 14:27:12,818 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:10:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.3459, loss: 1.3459 +2025-05-27 14:27:55,889 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:10:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.3776, loss: 1.3776 +2025-05-27 14:28:38,812 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:09:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.3500, loss: 1.3500 +2025-05-27 14:28:41,904 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-27 14:37:36,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:37:36,513 - pyskl - INFO - +top1_acc 0.8947 +top5_acc 0.9853 +2025-05-27 14:37:36,515 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8947, top5_acc: 0.9853 +2025-05-27 14:38:40,378 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:08:37, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2615, loss: 1.2615 +2025-05-27 14:39:23,275 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:07:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3127, loss: 1.3127 +2025-05-27 14:40:06,275 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:07:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.3317, loss: 1.3317 +2025-05-27 14:40:49,285 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:06:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2648, loss: 1.2648 +2025-05-27 14:41:32,304 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:05:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3013, loss: 1.3013 +2025-05-27 14:42:15,238 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:04:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2936, loss: 1.2936 +2025-05-27 14:42:58,226 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 9:04:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2250, loss: 1.2250 +2025-05-27 14:43:41,257 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 9:03:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.2601, loss: 1.2601 +2025-05-27 14:44:24,217 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 9:02:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2547, loss: 1.2547 +2025-05-27 14:45:07,093 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 9:02:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.2675, loss: 1.2675 +2025-05-27 14:45:50,033 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 9:01:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2851, loss: 1.2851 +2025-05-27 14:46:33,223 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 9:00:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3081, loss: 1.3081 +2025-05-27 14:47:16,162 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2959, loss: 1.2959 +2025-05-27 14:47:59,096 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:59:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3039, loss: 1.3039 +2025-05-27 14:48:42,044 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:58:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2421, loss: 1.2421 +2025-05-27 14:49:24,974 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:57:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2678, loss: 1.2678 +2025-05-27 14:50:07,937 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:56:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.3165, loss: 1.3165 +2025-05-27 14:50:50,938 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:56:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.3076, loss: 1.3076 +2025-05-27 14:51:34,072 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:55:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-05-27 14:52:16,984 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.3575, loss: 1.3575 +2025-05-27 14:52:59,888 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:53:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2880, loss: 1.2880 +2025-05-27 14:53:42,869 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:53:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.2322, loss: 1.2322 +2025-05-27 14:54:25,874 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:52:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-05-27 14:55:08,852 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:51:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.3147, loss: 1.3147 +2025-05-27 14:55:51,900 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:51:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2882, loss: 1.2882 +2025-05-27 14:55:55,014 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-27 14:57:11,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:57:11,749 - pyskl - INFO - +top1_acc 0.9049 +top5_acc 0.9851 +2025-05-27 14:57:11,802 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_116.pth was removed +2025-05-27 14:57:12,814 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-05-27 14:57:12,815 - pyskl - INFO - Best top1_acc is 0.9049 at 121 epoch. +2025-05-27 14:57:12,817 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9049, top5_acc: 0.9851 +2025-05-27 14:58:16,735 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:50:18, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.2766, loss: 1.2766 +2025-05-27 14:58:59,774 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:49:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.3296, loss: 1.3296 +2025-05-27 14:59:42,817 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2492, loss: 1.2492 +2025-05-27 15:00:25,854 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:48:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2269, loss: 1.2269 +2025-05-27 15:01:08,905 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:47:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2288, loss: 1.2288 +2025-05-27 15:01:51,849 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:46:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2473, loss: 1.2473 +2025-05-27 15:02:34,744 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:45:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2594, loss: 1.2594 +2025-05-27 15:03:17,665 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:45:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2691, loss: 1.2691 +2025-05-27 15:04:00,617 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:44:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2848, loss: 1.2848 +2025-05-27 15:04:43,633 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:43:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-05-27 15:05:26,666 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:42:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3431, loss: 1.3431 +2025-05-27 15:06:09,678 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:42:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2801, loss: 1.2801 +2025-05-27 15:06:52,591 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:41:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3257, loss: 1.3257 +2025-05-27 15:07:35,614 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:40:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2833, loss: 1.2833 +2025-05-27 15:08:18,522 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:40:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2249, loss: 1.2249 +2025-05-27 15:09:01,468 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:39:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2735, loss: 1.2735 +2025-05-27 15:09:44,544 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:38:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2723, loss: 1.2723 +2025-05-27 15:10:27,530 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-05-27 15:11:10,481 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2604, loss: 1.2604 +2025-05-27 15:11:53,549 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:36:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.3274, loss: 1.3274 +2025-05-27 15:12:36,574 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.2230, loss: 1.2230 +2025-05-27 15:13:19,653 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.2394, loss: 1.2394 +2025-05-27 15:14:02,723 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:34:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2478, loss: 1.2478 +2025-05-27 15:14:45,534 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:33:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2770, loss: 1.2770 +2025-05-27 15:15:28,483 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:32:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.2725, loss: 1.2725 +2025-05-27 15:15:31,555 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-27 15:16:47,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:16:48,019 - pyskl - INFO - +top1_acc 0.8973 +top5_acc 0.9831 +2025-05-27 15:16:48,021 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8973, top5_acc: 0.9831 +2025-05-27 15:17:52,216 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:31:58, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2736, loss: 1.2736 +2025-05-27 15:18:35,330 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:31:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2667, loss: 1.2667 +2025-05-27 15:19:18,237 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2271, loss: 1.2271 +2025-05-27 15:20:01,189 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:29:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2424, loss: 1.2424 +2025-05-27 15:20:44,234 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:29:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2226, loss: 1.2226 +2025-05-27 15:21:27,138 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:28:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2523, loss: 1.2523 +2025-05-27 15:22:10,063 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:27:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2063, loss: 1.2063 +2025-05-27 15:22:52,852 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2673, loss: 1.2673 +2025-05-27 15:23:35,665 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:26:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2104, loss: 1.2104 +2025-05-27 15:24:18,575 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:25:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2567, loss: 1.2567 +2025-05-27 15:25:01,526 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.1989, loss: 1.1989 +2025-05-27 15:25:44,406 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:23:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2362, loss: 1.2362 +2025-05-27 15:26:27,273 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:23:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2339, loss: 1.2339 +2025-05-27 15:27:10,083 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:22:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.3110, loss: 1.3110 +2025-05-27 15:27:52,890 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:21:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2535, loss: 1.2535 +2025-05-27 15:28:35,713 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:20:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2515, loss: 1.2515 +2025-05-27 15:29:18,507 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:20:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.2942, loss: 1.2942 +2025-05-27 15:30:01,513 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2579, loss: 1.2579 +2025-05-27 15:30:44,563 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:18:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2595, loss: 1.2595 +2025-05-27 15:31:27,686 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:18:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2435, loss: 1.2435 +2025-05-27 15:32:10,625 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:17:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-05-27 15:32:53,557 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:16:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2962, loss: 1.2962 +2025-05-27 15:33:36,497 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:15:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.2273, loss: 1.2273 +2025-05-27 15:34:19,498 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:15:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-05-27 15:35:02,494 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:14:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2926, loss: 1.2926 +2025-05-27 15:35:05,545 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-27 15:36:22,066 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:36:22,133 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9852 +2025-05-27 15:36:22,186 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_121.pth was removed +2025-05-27 15:36:23,212 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-05-27 15:36:23,213 - pyskl - INFO - Best top1_acc is 0.9082 at 123 epoch. +2025-05-27 15:36:23,215 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9082, top5_acc: 0.9852 +2025-05-27 15:37:28,121 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:13:39, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2456, loss: 1.2456 +2025-05-27 15:38:11,277 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:12:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 +2025-05-27 15:38:54,327 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:12:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.1708, loss: 1.1708 +2025-05-27 15:39:37,213 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:11:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1832, loss: 1.1832 +2025-05-27 15:40:20,148 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:10:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2742, loss: 1.2742 +2025-05-27 15:41:03,147 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:09:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2339, loss: 1.2339 +2025-05-27 15:41:46,099 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:09:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-05-27 15:42:28,989 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:08:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2072, loss: 1.2072 +2025-05-27 15:43:12,035 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:07:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2229, loss: 1.2229 +2025-05-27 15:43:54,983 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:07:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2735, loss: 1.2735 +2025-05-27 15:44:38,022 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:06:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2151, loss: 1.2151 +2025-05-27 15:45:21,108 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:05:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2300, loss: 1.2300 +2025-05-27 15:46:04,000 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:04:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2263, loss: 1.2263 +2025-05-27 15:46:46,773 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:04:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2431, loss: 1.2431 +2025-05-27 15:47:29,649 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 8:03:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2597, loss: 1.2597 +2025-05-27 15:48:12,530 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 8:02:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2297, loss: 1.2297 +2025-05-27 15:48:55,505 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 8:01:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-05-27 15:49:38,353 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 8:01:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2416, loss: 1.2416 +2025-05-27 15:50:21,207 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 8:00:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 +2025-05-27 15:51:04,208 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:59:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.2336, loss: 1.2336 +2025-05-27 15:51:47,075 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:58:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2367, loss: 1.2367 +2025-05-27 15:52:30,013 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:58:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2112, loss: 1.2112 +2025-05-27 15:53:12,895 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:57:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2119, loss: 1.2119 +2025-05-27 15:53:55,817 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:56:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2025, loss: 1.2025 +2025-05-27 15:54:39,193 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:56:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2302, loss: 1.2302 +2025-05-27 15:54:42,354 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-27 15:55:58,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:55:58,888 - pyskl - INFO - +top1_acc 0.9010 +top5_acc 0.9851 +2025-05-27 15:55:58,891 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9010, top5_acc: 0.9851 +2025-05-27 15:57:02,912 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:55:20, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2130, loss: 1.2130 +2025-05-27 15:57:46,235 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:54:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1995, loss: 1.1995 +2025-05-27 15:58:29,596 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:53:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-05-27 15:59:12,895 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:53:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2601, loss: 1.2601 +2025-05-27 15:59:56,233 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:52:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2832, loss: 1.2832 +2025-05-27 16:00:39,559 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:51:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2313, loss: 1.2313 +2025-05-27 16:01:22,875 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:50:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2258, loss: 1.2258 +2025-05-27 16:02:06,066 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:50:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2510, loss: 1.2510 +2025-05-27 16:02:49,285 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:49:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2058, loss: 1.2058 +2025-05-27 16:03:32,322 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:48:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2879, loss: 1.2879 +2025-05-27 16:04:15,494 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:48:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2393, loss: 1.2393 +2025-05-27 16:04:58,739 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:47:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2222, loss: 1.2222 +2025-05-27 16:05:41,846 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:46:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.2032, loss: 1.2032 +2025-05-27 16:06:24,850 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:45:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2459, loss: 1.2459 +2025-05-27 16:07:07,787 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:45:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2432, loss: 1.2432 +2025-05-27 16:07:50,717 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:44:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2540, loss: 1.2540 +2025-05-27 16:08:33,678 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:43:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2087, loss: 1.2087 +2025-05-27 16:09:16,777 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:42:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.2615, loss: 1.2615 +2025-05-27 16:09:59,953 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:42:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2296, loss: 1.2296 +2025-05-27 16:10:43,218 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:41:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.1808, loss: 1.1808 +2025-05-27 16:11:26,299 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:40:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1455, loss: 1.1455 +2025-05-27 16:12:09,331 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:39:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1969, loss: 1.1969 +2025-05-27 16:12:52,436 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:39:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.2292, loss: 1.2292 +2025-05-27 16:13:35,563 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.2332, loss: 1.2332 +2025-05-27 16:14:18,576 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:37:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-05-27 16:14:21,719 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-27 16:23:05,702 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:23:05,769 - pyskl - INFO - +top1_acc 0.9055 +top5_acc 0.9867 +2025-05-27 16:23:05,772 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9055, top5_acc: 0.9867 +2025-05-27 16:24:10,828 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:37:01, time: 0.651, data_time: 0.221, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1818, loss: 1.1818 +2025-05-27 16:24:53,812 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1741, loss: 1.1741 +2025-05-27 16:25:36,931 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:35:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1286, loss: 1.1286 +2025-05-27 16:26:19,919 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:34:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.1877, loss: 1.1877 +2025-05-27 16:27:02,848 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:34:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2173, loss: 1.2173 +2025-05-27 16:27:45,775 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:33:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1642, loss: 1.1642 +2025-05-27 16:28:28,678 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:32:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2000, loss: 1.2000 +2025-05-27 16:29:11,745 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:31:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2147, loss: 1.2147 +2025-05-27 16:29:54,900 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:31:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-05-27 16:30:37,998 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:30:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1807, loss: 1.1807 +2025-05-27 16:31:21,006 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:29:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2235, loss: 1.2235 +2025-05-27 16:32:04,139 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:28:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-05-27 16:32:47,237 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:28:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-05-27 16:33:30,231 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:27:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 +2025-05-27 16:34:13,195 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:26:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1580, loss: 1.1580 +2025-05-27 16:34:56,111 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:26:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2080, loss: 1.2080 +2025-05-27 16:35:39,153 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:25:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1863, loss: 1.1863 +2025-05-27 16:36:22,112 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:24:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.1981, loss: 1.1981 +2025-05-27 16:37:05,122 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:23:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1885, loss: 1.1885 +2025-05-27 16:37:48,056 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:23:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-27 16:38:31,133 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:22:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1767, loss: 1.1767 +2025-05-27 16:39:14,118 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:21:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1777, loss: 1.1777 +2025-05-27 16:39:57,216 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:20:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2186, loss: 1.2186 +2025-05-27 16:40:40,261 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:20:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2217, loss: 1.2217 +2025-05-27 16:41:23,241 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:19:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.1743, loss: 1.1743 +2025-05-27 16:41:26,394 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-27 16:42:42,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:42:42,954 - pyskl - INFO - +top1_acc 0.9119 +top5_acc 0.9867 +2025-05-27 16:42:43,010 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_123.pth was removed +2025-05-27 16:42:44,054 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-27 16:42:44,054 - pyskl - INFO - Best top1_acc is 0.9119 at 126 epoch. +2025-05-27 16:42:44,057 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9119, top5_acc: 0.9867 +2025-05-27 16:43:48,986 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:18:42, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1587, loss: 1.1587 +2025-05-27 16:44:32,097 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:17:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1146, loss: 1.1146 +2025-05-27 16:45:15,167 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:17:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.1760, loss: 1.1760 +2025-05-27 16:45:58,213 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:16:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1606, loss: 1.1606 +2025-05-27 16:46:41,226 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:15:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1537, loss: 1.1537 +2025-05-27 16:47:24,156 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:15:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 +2025-05-27 16:48:07,192 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:14:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-27 16:48:50,230 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:13:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1850, loss: 1.1850 +2025-05-27 16:49:33,338 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:12:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1358, loss: 1.1358 +2025-05-27 16:50:16,390 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:12:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-27 16:50:59,481 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:11:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-05-27 16:51:42,807 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:10:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1465, loss: 1.1465 +2025-05-27 16:52:25,984 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:09:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.1893, loss: 1.1893 +2025-05-27 16:53:09,105 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:09:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1673, loss: 1.1673 +2025-05-27 16:53:52,110 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:08:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1390, loss: 1.1390 +2025-05-27 16:54:35,089 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:07:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1589, loss: 1.1589 +2025-05-27 16:55:18,104 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:06:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1834, loss: 1.1834 +2025-05-27 16:56:01,124 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:06:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1674, loss: 1.1674 +2025-05-27 16:56:44,170 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:05:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-05-27 16:57:27,236 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:04:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1358, loss: 1.1358 +2025-05-27 16:58:10,230 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:04:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1486, loss: 1.1486 +2025-05-27 16:58:53,130 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:03:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.1547, loss: 1.1547 +2025-05-27 16:59:36,099 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 7:02:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.1791, loss: 1.1791 +2025-05-27 17:00:19,041 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 7:01:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.1785, loss: 1.1785 +2025-05-27 17:01:02,163 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 7:01:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 +2025-05-27 17:01:05,252 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-27 17:02:21,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:02:21,552 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9866 +2025-05-27 17:02:21,606 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_126.pth was removed +2025-05-27 17:02:22,641 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-27 17:02:22,642 - pyskl - INFO - Best top1_acc is 0.9162 at 127 epoch. +2025-05-27 17:02:22,645 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9162, top5_acc: 0.9866 +2025-05-27 17:03:26,762 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 7:00:24, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.1436, loss: 1.1436 +2025-05-27 17:04:09,718 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:59:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-05-27 17:04:52,694 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:58:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1274, loss: 1.1274 +2025-05-27 17:05:35,766 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:58:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1275, loss: 1.1275 +2025-05-27 17:06:18,907 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:57:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1579, loss: 1.1579 +2025-05-27 17:07:01,867 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:56:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 +2025-05-27 17:07:44,834 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1728, loss: 1.1728 +2025-05-27 17:08:27,822 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:55:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1055, loss: 1.1055 +2025-05-27 17:09:10,830 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:54:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1237, loss: 1.1237 +2025-05-27 17:09:53,771 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:53:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 +2025-05-27 17:10:36,804 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:53:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.1407, loss: 1.1407 +2025-05-27 17:11:20,240 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:52:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-05-27 17:12:03,506 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:51:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.1334, loss: 1.1334 +2025-05-27 17:12:46,543 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:50:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-27 17:13:29,451 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:50:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-05-27 17:14:12,327 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:49:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1527, loss: 1.1527 +2025-05-27 17:14:55,204 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:48:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1285, loss: 1.1285 +2025-05-27 17:15:38,195 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:47:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0943, loss: 1.0943 +2025-05-27 17:16:21,092 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:47:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-05-27 17:17:04,224 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:46:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 +2025-05-27 17:17:47,355 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:45:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1016, loss: 1.1016 +2025-05-27 17:18:30,410 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:45:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 +2025-05-27 17:19:13,541 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:44:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1369, loss: 1.1369 +2025-05-27 17:19:56,585 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:43:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1505, loss: 1.1505 +2025-05-27 17:20:39,641 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1558, loss: 1.1558 +2025-05-27 17:20:42,729 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-27 17:21:59,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:21:59,263 - pyskl - INFO - +top1_acc 0.9167 +top5_acc 0.9876 +2025-05-27 17:21:59,318 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_127.pth was removed +2025-05-27 17:22:00,345 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-05-27 17:22:00,346 - pyskl - INFO - Best top1_acc is 0.9167 at 128 epoch. +2025-05-27 17:22:00,348 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9167, top5_acc: 0.9876 +2025-05-27 17:23:04,502 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:42:05, time: 0.641, data_time: 0.214, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1392, loss: 1.1392 +2025-05-27 17:23:47,362 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:41:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-05-27 17:24:30,277 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:40:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-27 17:25:13,237 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:39:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0997, loss: 1.0997 +2025-05-27 17:25:56,237 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:39:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-27 17:26:39,218 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:38:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1058, loss: 1.1058 +2025-05-27 17:27:22,201 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:37:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1042, loss: 1.1042 +2025-05-27 17:28:05,377 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:36:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1331, loss: 1.1331 +2025-05-27 17:28:48,278 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:36:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.0741, loss: 1.0741 +2025-05-27 17:29:31,314 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:35:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1262, loss: 1.1262 +2025-05-27 17:30:14,310 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:34:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1487, loss: 1.1487 +2025-05-27 17:30:57,534 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:34:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1037, loss: 1.1037 +2025-05-27 17:31:40,554 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:33:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1212, loss: 1.1212 +2025-05-27 17:32:23,501 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:32:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1282, loss: 1.1282 +2025-05-27 17:33:06,484 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:31:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.1470, loss: 1.1470 +2025-05-27 17:33:49,428 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1435, loss: 1.1435 +2025-05-27 17:34:32,457 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:30:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0909, loss: 1.0909 +2025-05-27 17:35:15,332 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:29:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-27 17:35:58,344 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:28:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-05-27 17:36:41,320 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:28:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.1458, loss: 1.1458 +2025-05-27 17:37:24,433 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:27:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1180, loss: 1.1180 +2025-05-27 17:38:07,468 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:26:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1453, loss: 1.1453 +2025-05-27 17:38:50,774 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:25:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1424, loss: 1.1424 +2025-05-27 17:39:34,054 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:25:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1337, loss: 1.1337 +2025-05-27 17:40:17,303 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:24:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0839, loss: 1.0839 +2025-05-27 17:40:20,377 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-27 17:41:37,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:41:37,312 - pyskl - INFO - +top1_acc 0.9155 +top5_acc 0.9875 +2025-05-27 17:41:37,314 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9155, top5_acc: 0.9875 +2025-05-27 17:42:41,417 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:23:46, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1281, loss: 1.1281 +2025-05-27 17:43:24,312 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:23:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-27 17:44:07,271 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:22:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1245, loss: 1.1245 +2025-05-27 17:44:50,229 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:21:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1136, loss: 1.1136 +2025-05-27 17:45:33,280 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:20:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1192, loss: 1.1192 +2025-05-27 17:46:16,387 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:20:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-27 17:46:59,385 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:19:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.1543, loss: 1.1543 +2025-05-27 17:47:42,357 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:18:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-05-27 17:48:25,375 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:17:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.0959, loss: 1.0959 +2025-05-27 17:49:08,391 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:17:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0938, loss: 1.0938 +2025-05-27 17:49:51,273 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:16:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 +2025-05-27 17:50:34,589 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:15:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.1517, loss: 1.1517 +2025-05-27 17:51:17,668 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:14:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0967, loss: 1.0967 +2025-05-27 17:52:00,610 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:14:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1275, loss: 1.1275 +2025-05-27 17:52:43,499 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:13:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-05-27 17:53:26,386 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:12:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-27 17:54:09,202 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:12:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0792, loss: 1.0792 +2025-05-27 17:54:52,126 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:11:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1120, loss: 1.1120 +2025-05-27 17:55:34,986 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:10:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1392, loss: 1.1392 +2025-05-27 17:56:18,043 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:09:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-05-27 17:57:01,027 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:09:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-27 17:57:44,190 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:08:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-27 17:58:27,300 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:07:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1140, loss: 1.1140 +2025-05-27 17:59:10,471 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:06:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 +2025-05-27 17:59:53,387 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:06:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1399, loss: 1.1399 +2025-05-27 17:59:56,443 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-27 18:08:17,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:08:17,923 - pyskl - INFO - +top1_acc 0.9129 +top5_acc 0.9876 +2025-05-27 18:08:17,926 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9129, top5_acc: 0.9876 +2025-05-27 18:09:21,920 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:05:27, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-05-27 18:10:04,766 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:04:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-05-27 18:10:47,589 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:03:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-27 18:11:30,402 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:03:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 18:12:13,310 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 6:02:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-27 18:12:56,193 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 6:01:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0484, loss: 1.0484 +2025-05-27 18:13:39,094 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 6:01:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-05-27 18:14:22,007 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 6:00:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-05-27 18:15:04,900 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:59:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-27 18:15:47,806 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:58:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-27 18:16:30,762 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:58:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0944, loss: 1.0944 +2025-05-27 18:17:13,683 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:57:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-05-27 18:17:56,665 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:56:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1124, loss: 1.1124 +2025-05-27 18:18:39,627 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:55:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-27 18:19:22,535 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:55:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1052, loss: 1.1052 +2025-05-27 18:20:05,450 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:54:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1004, loss: 1.1004 +2025-05-27 18:20:48,386 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:53:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-05-27 18:21:31,293 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:52:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1202, loss: 1.1202 +2025-05-27 18:22:14,153 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:52:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.0644, loss: 1.0644 +2025-05-27 18:22:57,202 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:51:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0891, loss: 1.0891 +2025-05-27 18:23:40,115 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:50:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0953, loss: 1.0953 +2025-05-27 18:24:23,085 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-05-27 18:25:06,112 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:49:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0764, loss: 1.0764 +2025-05-27 18:25:49,129 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:48:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1038, loss: 1.1038 +2025-05-27 18:26:32,062 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:47:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1415, loss: 1.1415 +2025-05-27 18:26:35,197 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-27 18:27:51,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:27:51,688 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9873 +2025-05-27 18:27:51,691 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9150, top5_acc: 0.9873 +2025-05-27 18:28:55,737 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:47:08, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0913, loss: 1.0913 +2025-05-27 18:29:38,600 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:46:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-05-27 18:30:21,535 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:45:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1314, loss: 1.1314 +2025-05-27 18:31:04,478 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:44:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0736, loss: 1.0736 +2025-05-27 18:31:47,439 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:44:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-05-27 18:32:30,313 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:43:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-05-27 18:33:13,305 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:42:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.0928, loss: 1.0928 +2025-05-27 18:33:56,230 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:42:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-27 18:34:39,206 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0409, loss: 1.0409 +2025-05-27 18:35:22,174 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:40:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1110, loss: 1.1110 +2025-05-27 18:36:05,061 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:39:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-27 18:36:48,003 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:39:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-05-27 18:37:31,179 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:38:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0786, loss: 1.0786 +2025-05-27 18:38:14,307 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:37:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1066, loss: 1.1066 +2025-05-27 18:38:57,253 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:36:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0713, loss: 1.0713 +2025-05-27 18:39:40,246 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:36:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-27 18:40:23,134 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:35:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0475, loss: 1.0475 +2025-05-27 18:41:06,019 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:34:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0931, loss: 1.0931 +2025-05-27 18:41:48,923 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:33:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-27 18:42:31,610 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:33:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 +2025-05-27 18:43:14,583 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:32:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-27 18:43:57,753 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:31:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0359, loss: 1.0359 +2025-05-27 18:44:41,042 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:31:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2025-05-27 18:45:24,224 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:30:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.0527, loss: 1.0527 +2025-05-27 18:46:07,251 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:29:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 +2025-05-27 18:46:10,331 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-27 18:47:26,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:47:26,701 - pyskl - INFO - +top1_acc 0.9182 +top5_acc 0.9879 +2025-05-27 18:47:26,756 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_128.pth was removed +2025-05-27 18:47:27,795 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-27 18:47:27,796 - pyskl - INFO - Best top1_acc is 0.9182 at 132 epoch. +2025-05-27 18:47:27,799 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9182, top5_acc: 0.9879 +2025-05-27 18:48:31,705 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:28:49, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0858, loss: 1.0858 +2025-05-27 18:49:14,672 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:28:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2025-05-27 18:49:57,721 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:27:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-27 18:50:40,729 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:26:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0355, loss: 1.0355 +2025-05-27 18:51:23,720 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:25:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0487, loss: 1.0487 +2025-05-27 18:52:06,690 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:25:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0825, loss: 1.0825 +2025-05-27 18:52:49,636 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:24:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-05-27 18:53:32,710 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:23:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0941, loss: 1.0941 +2025-05-27 18:54:15,729 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:22:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-05-27 18:54:58,732 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:22:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-27 18:55:41,674 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:21:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0799, loss: 1.0799 +2025-05-27 18:56:24,687 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:20:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-05-27 18:57:07,746 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:20:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0526, loss: 1.0526 +2025-05-27 18:57:50,816 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:19:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1122, loss: 1.1122 +2025-05-27 18:58:33,736 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:18:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0717, loss: 1.0717 +2025-05-27 18:59:16,780 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:17:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1336, loss: 1.1336 +2025-05-27 18:59:59,793 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:17:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2025-05-27 19:00:42,804 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:16:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-05-27 19:01:25,789 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:15:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-27 19:02:08,791 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:14:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-05-27 19:02:51,846 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:14:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-27 19:03:34,928 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:13:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-05-27 19:04:18,062 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:12:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-27 19:05:01,129 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:11:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0970, loss: 1.0970 +2025-05-27 19:05:44,185 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:11:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0831, loss: 1.0831 +2025-05-27 19:05:47,263 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-27 19:07:03,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:07:03,565 - pyskl - INFO - +top1_acc 0.9202 +top5_acc 0.9881 +2025-05-27 19:07:03,616 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_132.pth was removed +2025-05-27 19:07:04,598 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-05-27 19:07:04,598 - pyskl - INFO - Best top1_acc is 0.9202 at 133 epoch. +2025-05-27 19:07:04,601 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9202, top5_acc: 0.9881 +2025-05-27 19:08:08,626 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:10:30, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0487, loss: 1.0487 +2025-05-27 19:08:51,662 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:09:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 19:09:34,652 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:09:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0713, loss: 1.0713 +2025-05-27 19:10:17,697 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-05-27 19:11:00,597 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:07:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-05-27 19:11:43,457 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:06:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-27 19:12:26,391 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:06:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-05-27 19:13:09,324 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:05:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0634, loss: 1.0634 +2025-05-27 19:13:52,307 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:04:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-27 19:14:35,298 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-05-27 19:15:18,300 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:03:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-05-27 19:16:01,368 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:02:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0600, loss: 1.0600 +2025-05-27 19:16:44,715 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 5:01:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0148, loss: 1.0148 +2025-05-27 19:17:28,278 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 5:00:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0491, loss: 1.0491 +2025-05-27 19:18:11,404 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 5:00:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-27 19:18:54,444 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:59:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 +2025-05-27 19:19:37,410 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:58:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0554, loss: 1.0554 +2025-05-27 19:20:20,425 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:58:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0489, loss: 1.0489 +2025-05-27 19:21:03,482 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:57:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-27 19:21:46,589 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:56:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-27 19:22:29,869 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:55:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0525, loss: 1.0525 +2025-05-27 19:23:13,194 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:55:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-05-27 19:23:56,731 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:54:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-27 19:24:40,067 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:53:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0568, loss: 1.0568 +2025-05-27 19:25:23,463 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:52:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-27 19:25:26,541 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-27 19:26:43,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:26:43,935 - pyskl - INFO - +top1_acc 0.9194 +top5_acc 0.9882 +2025-05-27 19:26:43,938 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9194, top5_acc: 0.9882 +2025-05-27 19:27:48,879 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:52:12, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0380, loss: 1.0380 +2025-05-27 19:28:32,227 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:51:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0559, loss: 1.0559 +2025-05-27 19:29:15,535 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:50:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0624, loss: 1.0624 +2025-05-27 19:29:58,872 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:50:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-05-27 19:30:42,215 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:49:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0570, loss: 1.0570 +2025-05-27 19:31:25,916 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:48:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-05-27 19:32:09,444 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:47:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-27 19:32:52,686 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:47:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0510, loss: 1.0510 +2025-05-27 19:33:36,120 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:46:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 19:34:19,411 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:45:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-05-27 19:35:02,716 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:44:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0694, loss: 1.0694 +2025-05-27 19:35:46,025 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:44:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0504, loss: 1.0504 +2025-05-27 19:36:29,352 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:43:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0410, loss: 1.0410 +2025-05-27 19:37:12,628 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:42:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-27 19:37:55,875 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:41:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2025-05-27 19:38:39,071 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:41:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0844, loss: 1.0844 +2025-05-27 19:39:22,287 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:40:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-27 19:40:05,496 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:39:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0385, loss: 1.0385 +2025-05-27 19:40:48,756 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:39:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-05-27 19:41:32,267 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:38:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-27 19:42:15,727 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:37:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 +2025-05-27 19:42:59,023 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:36:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0330, loss: 1.0330 +2025-05-27 19:43:42,343 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:36:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0248, loss: 1.0248 +2025-05-27 19:44:25,531 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:35:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 19:45:08,767 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:34:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0503, loss: 1.0503 +2025-05-27 19:45:12,067 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-27 19:53:28,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:53:28,939 - pyskl - INFO - +top1_acc 0.9229 +top5_acc 0.9878 +2025-05-27 19:53:29,013 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_133.pth was removed +2025-05-27 19:53:30,087 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-27 19:53:30,088 - pyskl - INFO - Best top1_acc is 0.9229 at 135 epoch. +2025-05-27 19:53:30,090 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9229, top5_acc: 0.9878 +2025-05-27 19:54:35,381 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:33:54, time: 0.653, data_time: 0.220, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0413, loss: 1.0413 +2025-05-27 19:55:18,676 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:33:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0729, loss: 1.0729 +2025-05-27 19:56:02,049 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:32:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0284, loss: 1.0284 +2025-05-27 19:56:45,507 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:31:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-27 19:57:29,006 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:30:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0543, loss: 1.0543 +2025-05-27 19:58:12,358 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:30:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-05-27 19:58:55,669 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:29:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-05-27 19:59:39,024 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:28:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0394, loss: 1.0394 +2025-05-27 20:00:22,447 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:28:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-05-27 20:01:05,784 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:27:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-05-27 20:01:49,038 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:26:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-05-27 20:02:32,529 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:25:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0598, loss: 1.0598 +2025-05-27 20:03:16,116 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:25:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-05-27 20:03:59,560 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:24:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 20:04:42,896 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:23:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0747, loss: 1.0747 +2025-05-27 20:05:26,211 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:22:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0594, loss: 1.0594 +2025-05-27 20:06:09,633 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:22:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 20:06:53,040 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:21:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0681, loss: 1.0681 +2025-05-27 20:07:36,260 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:20:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-05-27 20:08:19,430 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:20:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-27 20:09:02,631 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:19:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0476, loss: 1.0476 +2025-05-27 20:09:46,021 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:18:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 +2025-05-27 20:10:29,343 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:17:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-27 20:11:12,888 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:17:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0496, loss: 1.0496 +2025-05-27 20:11:56,281 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:16:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-27 20:11:59,372 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-27 20:13:15,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:13:15,891 - pyskl - INFO - +top1_acc 0.9233 +top5_acc 0.9877 +2025-05-27 20:13:15,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_135.pth was removed +2025-05-27 20:13:17,049 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-05-27 20:13:17,050 - pyskl - INFO - Best top1_acc is 0.9233 at 136 epoch. +2025-05-27 20:13:17,053 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9233, top5_acc: 0.9877 +2025-05-27 20:14:21,069 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:15:36, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-27 20:15:04,391 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:14:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-05-27 20:15:47,598 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:14:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-05-27 20:16:30,783 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:13:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9922, loss: 0.9922 +2025-05-27 20:17:14,016 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:12:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-27 20:17:57,194 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:11:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-05-27 20:18:40,377 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:11:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0120, loss: 1.0120 +2025-05-27 20:19:23,593 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:10:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-05-27 20:20:06,839 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2025-05-27 20:20:50,076 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:09:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9992, loss: 0.9992 +2025-05-27 20:21:33,306 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:08:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-05-27 20:22:16,455 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:07:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-27 20:22:59,731 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:06:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0609, loss: 1.0609 +2025-05-27 20:23:43,071 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:06:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0360, loss: 1.0360 +2025-05-27 20:24:26,399 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:05:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-05-27 20:25:09,659 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:04:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0635, loss: 1.0635 +2025-05-27 20:25:52,970 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:03:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0298, loss: 1.0298 +2025-05-27 20:26:36,281 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:03:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-05-27 20:27:19,656 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:02:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0621, loss: 1.0621 +2025-05-27 20:28:03,064 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 4:01:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0552, loss: 1.0552 +2025-05-27 20:28:46,441 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 4:00:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0268, loss: 1.0268 +2025-05-27 20:29:29,981 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 4:00:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-05-27 20:30:13,391 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:59:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0533, loss: 1.0533 +2025-05-27 20:30:56,629 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:58:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2025-05-27 20:31:39,932 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:58:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0431, loss: 1.0431 +2025-05-27 20:31:43,031 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-27 20:32:59,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:32:59,637 - pyskl - INFO - +top1_acc 0.9213 +top5_acc 0.9882 +2025-05-27 20:32:59,640 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9213, top5_acc: 0.9882 +2025-05-27 20:34:04,245 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:57:18, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0298, loss: 1.0298 +2025-05-27 20:34:47,788 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:56:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-05-27 20:35:31,226 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:55:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2025-05-27 20:36:14,526 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:55:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-05-27 20:36:57,842 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:54:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-05-27 20:37:41,331 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:53:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-05-27 20:38:24,634 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:52:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-05-27 20:39:07,767 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:52:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-05-27 20:39:51,101 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:51:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0299, loss: 1.0299 +2025-05-27 20:40:34,382 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:50:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-05-27 20:41:17,732 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:49:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0484, loss: 1.0484 +2025-05-27 20:42:00,707 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:49:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0347, loss: 1.0347 +2025-05-27 20:42:44,097 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:48:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0381, loss: 1.0381 +2025-05-27 20:43:27,409 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:47:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0220, loss: 1.0220 +2025-05-27 20:44:10,841 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:47:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0571, loss: 1.0571 +2025-05-27 20:44:54,255 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:46:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0496, loss: 1.0496 +2025-05-27 20:45:37,648 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:45:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0279, loss: 1.0279 +2025-05-27 20:46:21,097 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:44:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0197, loss: 1.0197 +2025-05-27 20:47:04,247 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:44:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0304, loss: 1.0304 +2025-05-27 20:47:47,691 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:43:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9848, loss: 0.9848 +2025-05-27 20:48:31,138 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:42:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0584, loss: 1.0584 +2025-05-27 20:49:14,616 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:41:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-27 20:49:58,155 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:41:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-05-27 20:50:41,687 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:40:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-27 20:51:24,987 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:39:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2025-05-27 20:51:28,190 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-27 20:52:44,422 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:52:44,490 - pyskl - INFO - +top1_acc 0.9222 +top5_acc 0.9883 +2025-05-27 20:52:44,492 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9222, top5_acc: 0.9883 +2025-05-27 20:53:48,283 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:39:00, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-05-27 20:54:31,471 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:38:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9924, loss: 0.9924 +2025-05-27 20:55:14,772 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:37:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-05-27 20:55:58,032 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:36:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0629, loss: 1.0629 +2025-05-27 20:56:41,355 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:36:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-05-27 20:57:24,632 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:35:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-05-27 20:58:07,907 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:34:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-05-27 20:58:51,254 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:33:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-05-27 20:59:34,490 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:33:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0316, loss: 1.0316 +2025-05-27 21:00:17,764 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:32:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2025-05-27 21:01:01,055 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:31:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0330, loss: 1.0330 +2025-05-27 21:01:44,341 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:30:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0190, loss: 1.0190 +2025-05-27 21:02:27,820 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:30:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-05-27 21:03:11,350 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:29:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-05-27 21:03:54,688 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:28:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-05-27 21:04:38,016 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:28:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0200, loss: 1.0200 +2025-05-27 21:05:21,395 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:27:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0395, loss: 1.0395 +2025-05-27 21:06:04,727 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:26:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-05-27 21:06:48,070 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:25:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2025-05-27 21:07:31,446 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:25:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 21:08:14,915 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:24:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-27 21:08:58,195 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:23:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0393, loss: 1.0393 +2025-05-27 21:09:41,499 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:22:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0225, loss: 1.0225 +2025-05-27 21:10:24,775 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:22:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 21:11:08,248 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:21:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-05-27 21:11:11,297 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-27 21:12:27,527 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:12:27,593 - pyskl - INFO - +top1_acc 0.9248 +top5_acc 0.9882 +2025-05-27 21:12:27,646 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_136.pth was removed +2025-05-27 21:12:28,678 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-05-27 21:12:28,679 - pyskl - INFO - Best top1_acc is 0.9248 at 139 epoch. +2025-05-27 21:12:28,682 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9248, top5_acc: 0.9882 +2025-05-27 21:13:32,315 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:20:41, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0383, loss: 1.0383 +2025-05-27 21:14:15,523 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:19:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0355, loss: 1.0355 +2025-05-27 21:14:58,704 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:19:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 21:15:41,920 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:18:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-05-27 21:16:25,203 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:17:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-27 21:17:08,515 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:17:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 +2025-05-27 21:17:51,635 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:16:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9642, loss: 0.9642 +2025-05-27 21:18:34,718 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:15:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 21:19:17,989 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:14:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-05-27 21:20:01,263 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:14:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-27 21:20:44,468 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:13:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-27 21:21:27,655 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9875, loss: 0.9875 +2025-05-27 21:22:10,723 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:11:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0162, loss: 1.0162 +2025-05-27 21:22:53,871 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:11:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 21:23:37,025 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:10:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0370, loss: 1.0370 +2025-05-27 21:24:20,194 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:09:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0354, loss: 1.0354 +2025-05-27 21:25:03,468 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:08:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 21:25:46,651 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:08:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0321, loss: 1.0321 +2025-05-27 21:26:29,754 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:07:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-27 21:27:13,040 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:06:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 21:27:56,131 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:06:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-27 21:28:39,235 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:05:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2025-05-27 21:29:22,524 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:04:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-05-27 21:30:05,791 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:03:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9903, loss: 0.9903 +2025-05-27 21:30:49,098 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:03:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0373, loss: 1.0373 +2025-05-27 21:30:52,157 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-27 21:39:52,922 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:39:52,989 - pyskl - INFO - +top1_acc 0.9247 +top5_acc 0.9881 +2025-05-27 21:39:52,992 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9247, top5_acc: 0.9881 +2025-05-27 21:40:57,401 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:02:23, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2025-05-27 21:41:40,526 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:01:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-05-27 21:42:23,767 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 3:00:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-05-27 21:43:06,963 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 3:00:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-05-27 21:43:50,156 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:59:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9916, loss: 0.9916 +2025-05-27 21:44:33,371 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:58:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0053, loss: 1.0053 +2025-05-27 21:45:16,512 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-05-27 21:45:59,704 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:57:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0331, loss: 1.0331 +2025-05-27 21:46:42,907 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:56:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0139, loss: 1.0139 +2025-05-27 21:47:26,076 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:55:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9986, loss: 0.9986 +2025-05-27 21:48:09,186 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:55:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-05-27 21:48:52,427 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:54:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9658, loss: 0.9658 +2025-05-27 21:49:35,708 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:53:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-05-27 21:50:18,980 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:52:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 21:51:02,304 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:52:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9937, loss: 0.9937 +2025-05-27 21:51:45,529 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:51:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0177, loss: 1.0177 +2025-05-27 21:52:28,813 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:50:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0025, loss: 1.0025 +2025-05-27 21:53:12,139 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:49:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-27 21:53:55,391 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:49:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-05-27 21:54:38,636 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:48:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 21:55:21,925 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:47:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0149, loss: 1.0149 +2025-05-27 21:56:05,332 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:47:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-27 21:56:48,585 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:46:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0335, loss: 1.0335 +2025-05-27 21:57:31,843 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:45:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0217, loss: 1.0217 +2025-05-27 21:58:15,171 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:44:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9633, loss: 0.9633 +2025-05-27 21:58:18,297 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-27 21:59:34,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:59:34,754 - pyskl - INFO - +top1_acc 0.9232 +top5_acc 0.9878 +2025-05-27 21:59:34,756 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9232, top5_acc: 0.9878 +2025-05-27 22:00:38,898 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:44:04, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9882, loss: 0.9882 +2025-05-27 22:01:22,110 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:43:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9985, loss: 0.9985 +2025-05-27 22:02:05,395 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:42:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0102, loss: 1.0102 +2025-05-27 22:02:48,576 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:41:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0164, loss: 1.0164 +2025-05-27 22:03:31,896 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:41:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 22:04:15,154 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:40:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0112, loss: 1.0112 +2025-05-27 22:04:58,428 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:39:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0050, loss: 1.0050 +2025-05-27 22:05:41,733 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:38:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9812, loss: 0.9812 +2025-05-27 22:06:24,761 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:38:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9961, loss: 0.9961 +2025-05-27 22:07:07,554 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:37:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0224, loss: 1.0224 +2025-05-27 22:07:50,640 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:36:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-05-27 22:08:33,893 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:36:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9694, loss: 0.9694 +2025-05-27 22:09:17,275 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:35:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-27 22:10:00,594 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:34:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2025-05-27 22:10:43,959 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:33:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9840, loss: 0.9840 +2025-05-27 22:11:27,337 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:33:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0025, loss: 1.0025 +2025-05-27 22:12:10,676 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:32:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0211, loss: 1.0211 +2025-05-27 22:12:53,973 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:31:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0393, loss: 1.0393 +2025-05-27 22:13:37,269 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:30:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2025-05-27 22:14:20,565 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:30:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0084, loss: 1.0084 +2025-05-27 22:15:03,740 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:29:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0415, loss: 1.0415 +2025-05-27 22:15:46,974 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:28:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 22:16:30,204 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:27:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0050, loss: 1.0050 +2025-05-27 22:17:13,387 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:27:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9878, loss: 0.9878 +2025-05-27 22:17:56,568 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:26:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2025-05-27 22:17:59,616 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-27 22:19:16,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:19:16,426 - pyskl - INFO - +top1_acc 0.9248 +top5_acc 0.9878 +2025-05-27 22:19:16,429 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9248, top5_acc: 0.9878 +2025-05-27 22:20:20,288 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:25:46, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-27 22:21:03,515 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:25:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2025-05-27 22:21:46,807 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:24:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 22:22:30,186 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:23:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0144, loss: 1.0144 +2025-05-27 22:23:13,504 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:22:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0224, loss: 1.0224 +2025-05-27 22:23:56,765 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:22:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0021, loss: 1.0021 +2025-05-27 22:24:40,078 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:21:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0039, loss: 1.0039 +2025-05-27 22:25:23,408 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:20:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9941, loss: 0.9941 +2025-05-27 22:26:06,748 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:19:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0070, loss: 1.0070 +2025-05-27 22:26:49,994 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:19:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9971, loss: 0.9971 +2025-05-27 22:27:33,215 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:18:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2025-05-27 22:28:16,625 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:17:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2025-05-27 22:28:59,915 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:16:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0287, loss: 1.0287 +2025-05-27 22:29:43,224 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:16:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0115, loss: 1.0115 +2025-05-27 22:30:26,676 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:15:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2025-05-27 22:31:09,975 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:14:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2025-05-27 22:31:53,231 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:14:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-05-27 22:32:36,567 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:13:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-05-27 22:33:19,858 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:12:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2025-05-27 22:34:03,338 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:11:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 22:34:46,816 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:11:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-05-27 22:35:30,359 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:10:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9848, loss: 0.9848 +2025-05-27 22:36:13,995 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:09:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0277, loss: 1.0277 +2025-05-27 22:36:57,655 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:08:57, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-27 22:37:41,238 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:08:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0146, loss: 1.0146 +2025-05-27 22:37:44,338 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-27 22:39:43,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:39:43,257 - pyskl - INFO - +top1_acc 0.9241 +top5_acc 0.9877 +2025-05-27 22:39:43,259 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9241, top5_acc: 0.9877 +2025-05-27 22:40:47,296 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:07:27, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2025-05-27 22:41:30,447 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:06:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-05-27 22:42:13,651 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:06:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-05-27 22:42:56,917 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:05:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0120, loss: 1.0120 +2025-05-27 22:43:40,163 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:04:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-05-27 22:44:23,356 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:03:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-27 22:45:06,521 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:03:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-27 22:45:49,793 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:02:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 22:46:33,058 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:01:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-05-27 22:47:16,308 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 2:00:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-05-27 22:47:59,491 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 2:00:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-05-27 22:48:42,710 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:59:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 22:49:25,919 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:58:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9911, loss: 0.9911 +2025-05-27 22:50:09,242 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:57:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-05-27 22:50:52,708 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:57:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2025-05-27 22:51:35,980 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:56:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2025-05-27 22:52:19,235 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:55:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9816, loss: 0.9816 +2025-05-27 22:53:02,556 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:55:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-05-27 22:53:45,749 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:54:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0267, loss: 1.0267 +2025-05-27 22:54:28,978 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:53:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9947, loss: 0.9947 +2025-05-27 22:55:12,295 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:52:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-05-27 22:55:55,616 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:52:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-05-27 22:56:38,873 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:51:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2025-05-27 22:57:22,080 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:50:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9897, loss: 0.9897 +2025-05-27 22:58:05,312 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:49:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9953, loss: 0.9953 +2025-05-27 22:58:08,362 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-27 22:59:24,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:59:24,426 - pyskl - INFO - +top1_acc 0.9244 +top5_acc 0.9874 +2025-05-27 22:59:24,429 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9244, top5_acc: 0.9874 +2025-05-27 23:00:27,988 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:49:09, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9859, loss: 0.9859 +2025-05-27 23:01:11,190 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:48:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-27 23:01:54,487 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:47:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0060, loss: 1.0060 +2025-05-27 23:02:37,790 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-05-27 23:03:20,999 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:46:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-05-27 23:04:04,227 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:45:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9696, loss: 0.9696 +2025-05-27 23:04:47,451 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:44:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2025-05-27 23:05:30,642 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:44:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-05-27 23:06:13,810 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:43:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9907, loss: 0.9907 +2025-05-27 23:06:57,016 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:42:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 +2025-05-27 23:07:40,148 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:41:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2025-05-27 23:08:23,270 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:41:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0104, loss: 1.0104 +2025-05-27 23:09:06,358 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:40:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0000, loss: 1.0000 +2025-05-27 23:09:49,495 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:39:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0003, loss: 1.0003 +2025-05-27 23:10:32,623 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9928, loss: 0.9928 +2025-05-27 23:11:15,713 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:38:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0162, loss: 1.0162 +2025-05-27 23:11:58,847 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:37:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-27 23:12:42,002 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:36:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9954, loss: 0.9954 +2025-05-27 23:13:25,204 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9889, loss: 0.9889 +2025-05-27 23:14:08,344 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:35:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-27 23:14:51,504 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:34:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9894, loss: 0.9894 +2025-05-27 23:15:34,717 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:33:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9819, loss: 0.9819 +2025-05-27 23:16:18,111 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:33:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-27 23:17:01,503 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:32:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 23:17:44,742 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:31:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-05-27 23:17:47,809 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-27 23:26:12,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:26:12,514 - pyskl - INFO - +top1_acc 0.9252 +top5_acc 0.9879 +2025-05-27 23:26:12,570 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_139.pth was removed +2025-05-27 23:26:13,642 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-27 23:26:13,643 - pyskl - INFO - Best top1_acc is 0.9252 at 145 epoch. +2025-05-27 23:26:13,646 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9252, top5_acc: 0.9879 +2025-05-27 23:27:18,132 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:50, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2025-05-27 23:28:01,391 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:30:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-05-27 23:28:44,648 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:29:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2025-05-27 23:29:27,868 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:28:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-05-27 23:30:11,119 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2025-05-27 23:30:54,382 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:27:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2025-05-27 23:31:37,634 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:26:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-05-27 23:32:20,780 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:25:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 +2025-05-27 23:33:04,120 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9920, loss: 0.9920 +2025-05-27 23:33:47,339 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:24:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0115, loss: 1.0115 +2025-05-27 23:34:30,723 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:23:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9967, loss: 0.9967 +2025-05-27 23:35:13,991 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0250, loss: 1.0250 +2025-05-27 23:35:57,215 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:22:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2025-05-27 23:36:40,404 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:21:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2025-05-27 23:37:23,570 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:20:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-05-27 23:38:06,733 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0069, loss: 1.0069 +2025-05-27 23:38:49,812 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:19:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9873, loss: 0.9873 +2025-05-27 23:39:32,995 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:18:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 23:40:16,317 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:17:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9850, loss: 0.9850 +2025-05-27 23:40:59,717 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0249, loss: 1.0249 +2025-05-27 23:41:42,978 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:16:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2025-05-27 23:42:26,223 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:15:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-05-27 23:43:09,464 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9920, loss: 0.9920 +2025-05-27 23:43:52,936 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:14:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-05-27 23:44:36,510 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:13:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0098, loss: 1.0098 +2025-05-27 23:44:39,598 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-27 23:45:56,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:45:56,141 - pyskl - INFO - +top1_acc 0.9239 +top5_acc 0.9876 +2025-05-27 23:45:56,143 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9239, top5_acc: 0.9876 +2025-05-27 23:47:00,540 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:12:31, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9864, loss: 0.9864 +2025-05-27 23:47:44,015 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0113, loss: 1.0113 +2025-05-27 23:48:27,391 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:11:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0179, loss: 1.0179 +2025-05-27 23:49:10,972 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:10:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9931, loss: 0.9931 +2025-05-27 23:49:54,264 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:09:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0139, loss: 1.0139 +2025-05-27 23:50:37,595 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9944, loss: 0.9944 +2025-05-27 23:51:20,974 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:08:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9693, loss: 0.9693 +2025-05-27 23:52:04,300 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:07:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9909, loss: 0.9909 +2025-05-27 23:52:47,636 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0143, loss: 1.0143 +2025-05-27 23:53:31,121 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0157, loss: 1.0157 +2025-05-27 23:54:14,503 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:05:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-05-27 23:54:57,779 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:04:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9975, loss: 0.9975 +2025-05-27 23:55:41,117 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 23:56:24,543 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:03:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-05-27 23:57:07,923 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:02:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9933, loss: 0.9933 +2025-05-27 23:57:51,269 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0109, loss: 1.0109 +2025-05-27 23:58:34,557 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9868, loss: 0.9868 +2025-05-27 23:59:17,976 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 1:00:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0157, loss: 1.0157 +2025-05-28 00:00:01,495 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:59:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9847, loss: 0.9847 +2025-05-28 00:00:44,893 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-28 00:01:28,308 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2025-05-28 00:02:11,689 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:57:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0463, loss: 1.0463 +2025-05-28 00:02:55,016 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9963, loss: 0.9963 +2025-05-28 00:03:38,458 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-05-28 00:04:21,722 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0170, loss: 1.0170 +2025-05-28 00:04:24,840 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-28 00:05:41,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:05:41,147 - pyskl - INFO - +top1_acc 0.9241 +top5_acc 0.9879 +2025-05-28 00:05:41,150 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9241, top5_acc: 0.9879 +2025-05-28 00:06:45,404 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:54:12, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-28 00:07:28,622 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 +2025-05-28 00:08:11,852 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-28 00:08:55,128 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:52:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2025-05-28 00:09:38,357 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:51:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9832, loss: 0.9832 +2025-05-28 00:10:21,614 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9829, loss: 0.9829 +2025-05-28 00:11:04,849 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9502, loss: 0.9502 +2025-05-28 00:11:48,152 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:49:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2025-05-28 00:12:31,436 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:48:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0020, loss: 1.0020 +2025-05-28 00:13:14,634 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-05-28 00:13:57,886 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-28 00:14:41,154 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:46:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2025-05-28 00:15:24,396 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-28 00:16:07,583 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9874, loss: 0.9874 +2025-05-28 00:16:50,833 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-28 00:17:34,094 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:43:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0017, loss: 1.0017 +2025-05-28 00:18:17,238 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9779, loss: 0.9779 +2025-05-28 00:19:00,522 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-28 00:19:43,891 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:41:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-05-28 00:20:27,189 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9678, loss: 0.9678 +2025-05-28 00:21:10,534 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9981, loss: 0.9981 +2025-05-28 00:21:53,848 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2025-05-28 00:22:37,542 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:38:07, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-28 00:23:20,948 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2025-05-28 00:24:04,198 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0025, loss: 1.0025 +2025-05-28 00:24:07,335 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-28 00:25:23,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:25:23,807 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9877 +2025-05-28 00:25:23,809 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9245, top5_acc: 0.9877 +2025-05-28 00:26:28,098 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:54, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2025-05-28 00:27:11,189 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:35:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-05-28 00:27:54,461 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2025-05-28 00:28:37,890 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0034, loss: 1.0034 +2025-05-28 00:29:21,262 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9931, loss: 0.9931 +2025-05-28 00:30:04,613 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:32:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-05-28 00:30:48,047 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-28 00:31:31,540 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9875, loss: 0.9875 +2025-05-28 00:32:14,920 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:30:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-28 00:32:58,225 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-28 00:33:41,670 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9566, loss: 0.9566 +2025-05-28 00:34:24,987 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-28 00:35:08,335 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:27:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-05-28 00:35:51,715 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0163, loss: 1.0163 +2025-05-28 00:36:35,036 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-05-28 00:37:18,360 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9651, loss: 0.9651 +2025-05-28 00:38:01,794 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0073, loss: 1.0073 +2025-05-28 00:38:45,315 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2025-05-28 00:39:28,746 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-05-28 00:40:12,316 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:22:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0347, loss: 1.0347 +2025-05-28 00:40:55,752 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0350, loss: 1.0350 +2025-05-28 00:41:39,226 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2025-05-28 00:42:22,862 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9888, loss: 0.9888 +2025-05-28 00:43:06,450 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:19:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9937, loss: 0.9937 +2025-05-28 00:43:50,102 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:21, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-05-28 00:43:53,192 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-28 00:45:10,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:45:10,458 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9877 +2025-05-28 00:45:10,461 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9245, top5_acc: 0.9877 +2025-05-28 00:46:16,021 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:35, time: 0.656, data_time: 0.223, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-28 00:46:59,866 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:51, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2025-05-28 00:47:43,493 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:16:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9812, loss: 0.9812 +2025-05-28 00:48:26,858 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9969, loss: 0.9969 +2025-05-28 00:49:10,444 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2025-05-28 00:49:53,872 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-05-28 00:50:37,285 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-05-28 00:51:20,646 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2025-05-28 00:52:04,026 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2025-05-28 00:52:47,452 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:11:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-28 00:53:30,877 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9983, loss: 0.9983 +2025-05-28 00:54:14,238 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-05-28 00:54:57,576 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0023, loss: 1.0023 +2025-05-28 00:55:40,896 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0017, loss: 1.0017 +2025-05-28 00:56:24,293 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9959, loss: 0.9959 +2025-05-28 00:57:07,667 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2025-05-28 00:57:51,010 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2025-05-28 00:58:34,348 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-05-28 00:59:17,645 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9442, loss: 0.9442 +2025-05-28 01:00:00,868 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-28 01:00:44,186 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9646, loss: 0.9646 +2025-05-28 01:01:27,496 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0091, loss: 1.0091 +2025-05-28 01:02:10,873 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9848, loss: 0.9848 +2025-05-28 01:02:54,287 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9795, loss: 0.9795 +2025-05-28 01:03:37,672 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-05-28 01:03:40,856 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-28 01:04:57,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 01:04:57,334 - pyskl - INFO - +top1_acc 0.9249 +top5_acc 0.9877 +2025-05-28 01:04:57,337 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9249, top5_acc: 0.9877 +2025-05-28 01:05:05,616 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 01:14:31,121 - pyskl - INFO - Testing results of the last checkpoint +2025-05-28 01:14:31,122 - pyskl - INFO - top1_acc: 0.9276 +2025-05-28 01:14:31,122 - pyskl - INFO - top5_acc: 0.9892 +2025-05-28 01:14:31,122 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_145.pth +2025-05-28 01:23:57,812 - pyskl - INFO - Testing results of the best checkpoint +2025-05-28 01:23:57,812 - pyskl - INFO - top1_acc: 0.9279 +2025-05-28 01:23:57,812 - pyskl - INFO - top5_acc: 0.9887