diff --git "a/ntu60_xsub/k_2/20250528_101943.log" "b/ntu60_xsub/k_2/20250528_101943.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/k_2/20250528_101943.log" @@ -0,0 +1,4970 @@ +2025-05-28 10:19:43,946 - 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+ +------------------------------------------------------------ + +2025-05-28 10:19:44,294 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/k_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + 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/k_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=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/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=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-28 10:19:44,295 - pyskl - INFO - Set random seed to 436867345, deterministic: False +2025-05-28 10:20:04,783 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-28 10:20:11,149 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 10:20:11,174 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2 +2025-05-28 10:20:11,174 - 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 + -------------------- +2025-05-28 10:20:11,174 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-28 10:20:11,175 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2 by HardDiskBackend. +2025-05-28 10:21:16,835 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 20:32:15, time: 0.657, data_time: 0.221, memory: 13125, top1_acc: 0.0250, top5_acc: 0.1306, loss_cls: 9.9369, loss: 9.9369 +2025-05-28 10:21:59,583 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 8:33:56, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0400, top5_acc: 0.1737, loss_cls: 9.0228, loss: 9.0228 +2025-05-28 10:22:42,549 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:38:33, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0475, top5_acc: 0.2006, loss_cls: 8.8383, loss: 8.8383 +2025-05-28 10:23:25,617 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:42:07, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0469, top5_acc: 0.2313, loss_cls: 8.6651, loss: 8.6651 +2025-05-28 10:24:08,709 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:32:16, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0550, top5_acc: 0.2481, loss_cls: 8.6008, loss: 8.6008 +2025-05-28 10:24:51,674 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:44:08, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0744, top5_acc: 0.2881, loss_cls: 8.3769, loss: 8.3769 +2025-05-28 10:25:34,566 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 2 days, 0:08:53, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1037, top5_acc: 0.3494, loss_cls: 8.1750, loss: 8.1750 +2025-05-28 10:26:17,510 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:42:41, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0981, top5_acc: 0.3819, loss_cls: 8.0419, loss: 8.0419 +2025-05-28 10:27:00,415 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:21:53, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0919, top5_acc: 0.4106, loss_cls: 7.9150, loss: 7.9150 +2025-05-28 10:27:43,372 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 23:05:25, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1250, top5_acc: 0.4450, loss_cls: 7.8510, loss: 7.8510 +2025-05-28 10:28:26,243 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:51:19, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1181, top5_acc: 0.4556, loss_cls: 7.8206, loss: 7.8206 +2025-05-28 10:29:09,158 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:39:41, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1525, top5_acc: 0.4950, loss_cls: 7.6513, loss: 7.6513 +2025-05-28 10:29:52,092 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:29:50, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1556, top5_acc: 0.5144, loss_cls: 7.5733, loss: 7.5733 +2025-05-28 10:30:34,928 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:20:50, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1706, top5_acc: 0.5256, loss_cls: 7.4964, loss: 7.4964 +2025-05-28 10:31:17,740 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:12:51, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1725, top5_acc: 0.5556, loss_cls: 7.4052, loss: 7.4052 +2025-05-28 10:32:00,621 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 22:06:03, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1619, top5_acc: 0.5475, loss_cls: 7.4207, loss: 7.4207 +2025-05-28 10:32:43,471 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:59:50, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1875, top5_acc: 0.5587, loss_cls: 7.3872, loss: 7.3872 +2025-05-28 10:33:25,892 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:52:45, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.1938, top5_acc: 0.5869, loss_cls: 7.2349, loss: 7.2349 +2025-05-28 10:34:08,659 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:47:29, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2031, top5_acc: 0.6000, loss_cls: 7.2167, loss: 7.2167 +2025-05-28 10:34:51,527 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:42:58, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2087, top5_acc: 0.6025, loss_cls: 7.2187, loss: 7.2187 +2025-05-28 10:35:34,421 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:38:55, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2069, top5_acc: 0.6269, loss_cls: 7.0858, loss: 7.0858 +2025-05-28 10:36:17,339 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:35:13, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2269, top5_acc: 0.6412, loss_cls: 7.0398, loss: 7.0398 +2025-05-28 10:37:00,399 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:32:10, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2469, top5_acc: 0.6637, loss_cls: 6.9648, loss: 6.9648 +2025-05-28 10:37:43,267 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:28:49, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2587, top5_acc: 0.6887, loss_cls: 6.8578, loss: 6.8578 +2025-05-28 10:38:26,202 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:25:50, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2787, top5_acc: 0.6944, loss_cls: 6.8208, loss: 6.8208 +2025-05-28 10:38:29,381 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-28 10:39:45,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 10:39:45,953 - pyskl - INFO - +top1_acc 0.3089 +top5_acc 0.7265 +2025-05-28 10:39:47,007 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-28 10:39:47,008 - pyskl - INFO - Best top1_acc is 0.3089 at 1 epoch. +2025-05-28 10:39:47,010 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.3089, top5_acc: 0.7265 +2025-05-28 10:40:51,422 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:07:59, time: 0.644, data_time: 0.212, memory: 13126, top1_acc: 0.2756, top5_acc: 0.7131, loss_cls: 6.7304, loss: 6.7304 +2025-05-28 10:41:34,389 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:03:44, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2931, top5_acc: 0.7200, loss_cls: 6.6284, loss: 6.6284 +2025-05-28 10:42:17,506 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 22:00:05, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3231, top5_acc: 0.7375, loss_cls: 6.4722, loss: 6.4722 +2025-05-28 10:43:00,788 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:56:58, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.3063, top5_acc: 0.7388, loss_cls: 6.5209, loss: 6.5209 +2025-05-28 10:43:43,834 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:53:32, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3150, top5_acc: 0.7656, loss_cls: 6.4607, loss: 6.4607 +2025-05-28 10:44:26,762 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:50:03, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3212, top5_acc: 0.7688, loss_cls: 6.3497, loss: 6.3497 +2025-05-28 10:45:09,712 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:46:46, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3194, top5_acc: 0.7719, loss_cls: 6.3391, loss: 6.3391 +2025-05-28 10:45:52,534 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:43:24, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3669, top5_acc: 0.7806, loss_cls: 6.2395, loss: 6.2395 +2025-05-28 10:46:35,452 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:40:22, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3656, top5_acc: 0.7894, loss_cls: 6.2401, loss: 6.2401 +2025-05-28 10:47:18,296 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:37:20, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3769, top5_acc: 0.8037, loss_cls: 6.1564, loss: 6.1564 +2025-05-28 10:48:01,107 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:34:22, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3575, top5_acc: 0.8200, loss_cls: 6.1357, loss: 6.1357 +2025-05-28 10:48:43,961 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:31:36, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3663, top5_acc: 0.8337, loss_cls: 6.0451, loss: 6.0451 +2025-05-28 10:49:26,839 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:28:59, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3881, top5_acc: 0.8156, loss_cls: 6.0454, loss: 6.0454 +2025-05-28 10:50:09,651 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:26:21, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4175, top5_acc: 0.8319, loss_cls: 5.9832, loss: 5.9832 +2025-05-28 10:50:52,467 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:23:50, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4006, top5_acc: 0.8363, loss_cls: 5.9202, loss: 5.9202 +2025-05-28 10:51:35,314 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:21:27, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4206, top5_acc: 0.8406, loss_cls: 5.8773, loss: 5.8773 +2025-05-28 10:52:18,172 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:19:09, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4462, top5_acc: 0.8588, loss_cls: 5.6950, loss: 5.6950 +2025-05-28 10:53:01,017 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:16:54, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4431, top5_acc: 0.8425, loss_cls: 5.7084, loss: 5.7084 +2025-05-28 10:53:43,814 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:14:40, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4494, top5_acc: 0.8638, loss_cls: 5.7116, loss: 5.7116 +2025-05-28 10:54:26,639 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:12:32, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4512, top5_acc: 0.8575, loss_cls: 5.6483, loss: 5.6483 +2025-05-28 10:55:09,461 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:10:28, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4869, top5_acc: 0.8762, loss_cls: 5.4958, loss: 5.4958 +2025-05-28 10:55:52,206 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:08:21, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4844, top5_acc: 0.8562, loss_cls: 5.6133, loss: 5.6133 +2025-05-28 10:56:35,084 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:06:27, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4994, top5_acc: 0.8812, loss_cls: 5.3757, loss: 5.3757 +2025-05-28 10:57:17,927 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 21:04:34, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4869, top5_acc: 0.8788, loss_cls: 5.4174, loss: 5.4174 +2025-05-28 10:58:00,782 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 21:02:45, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5200, top5_acc: 0.8838, loss_cls: 5.3349, loss: 5.3349 +2025-05-28 10:58:03,800 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-28 10:59:20,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 10:59:20,159 - pyskl - INFO - +top1_acc 0.4971 +top5_acc 0.8877 +2025-05-28 10:59:20,220 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_1.pth was removed +2025-05-28 10:59:21,267 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-28 10:59:21,268 - pyskl - INFO - Best top1_acc is 0.4971 at 2 epoch. +2025-05-28 10:59:21,270 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.4971, top5_acc: 0.8877 +2025-05-28 11:00:25,425 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:23:30, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.5056, top5_acc: 0.8838, loss_cls: 5.4093, loss: 5.4093 +2025-05-28 11:01:08,406 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:21:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5125, top5_acc: 0.8900, loss_cls: 5.3104, loss: 5.3104 +2025-05-28 11:01:51,502 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:19:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5225, top5_acc: 0.8938, loss_cls: 5.2896, loss: 5.2896 +2025-05-28 11:02:34,695 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:17:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5106, top5_acc: 0.8894, loss_cls: 5.2497, loss: 5.2497 +2025-05-28 11:03:17,692 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:16:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5331, top5_acc: 0.8950, loss_cls: 5.2611, loss: 5.2611 +2025-05-28 11:04:00,387 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:13:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5350, top5_acc: 0.9012, loss_cls: 5.2259, loss: 5.2259 +2025-05-28 11:04:43,189 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:11:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5650, top5_acc: 0.8981, loss_cls: 5.0436, loss: 5.0436 +2025-05-28 11:05:25,986 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:09:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5831, top5_acc: 0.9087, loss_cls: 4.9934, loss: 4.9934 +2025-05-28 11:06:08,785 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:08:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5750, top5_acc: 0.9038, loss_cls: 5.0455, loss: 5.0455 +2025-05-28 11:06:51,591 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5787, top5_acc: 0.9113, loss_cls: 4.9166, loss: 4.9166 +2025-05-28 11:07:34,405 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:04:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5844, top5_acc: 0.9025, loss_cls: 4.9991, loss: 4.9991 +2025-05-28 11:08:17,234 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 21:02:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5863, top5_acc: 0.9019, loss_cls: 4.9225, loss: 4.9225 +2025-05-28 11:09:00,053 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 21:00:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5869, top5_acc: 0.9137, loss_cls: 4.9311, loss: 4.9311 +2025-05-28 11:09:42,841 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:59:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6038, top5_acc: 0.9163, loss_cls: 4.8768, loss: 4.8768 +2025-05-28 11:10:25,591 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:57:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6169, top5_acc: 0.9331, loss_cls: 4.7652, loss: 4.7652 +2025-05-28 11:11:08,353 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:55:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6100, top5_acc: 0.9219, loss_cls: 4.7580, loss: 4.7580 +2025-05-28 11:11:51,207 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:54:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6088, top5_acc: 0.9187, loss_cls: 4.7704, loss: 4.7704 +2025-05-28 11:12:34,190 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6106, top5_acc: 0.9225, loss_cls: 4.7034, loss: 4.7034 +2025-05-28 11:13:17,134 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:51:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6325, top5_acc: 0.9256, loss_cls: 4.7137, loss: 4.7137 +2025-05-28 11:14:00,041 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:49:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6269, top5_acc: 0.9225, loss_cls: 4.7348, loss: 4.7348 +2025-05-28 11:14:42,940 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:48:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6250, top5_acc: 0.9269, loss_cls: 4.7449, loss: 4.7449 +2025-05-28 11:15:25,596 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:46:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9175, loss_cls: 4.7162, loss: 4.7162 +2025-05-28 11:16:08,281 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:44:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6294, top5_acc: 0.9156, loss_cls: 4.7116, loss: 4.7116 +2025-05-28 11:16:51,050 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:43:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6400, top5_acc: 0.9250, loss_cls: 4.5441, loss: 4.5441 +2025-05-28 11:17:33,829 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:41:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6406, top5_acc: 0.9275, loss_cls: 4.5889, loss: 4.5889 +2025-05-28 11:17:36,921 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-28 11:18:53,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:18:53,388 - pyskl - INFO - +top1_acc 0.6481 +top5_acc 0.9254 +2025-05-28 11:18:53,442 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_2.pth was removed +2025-05-28 11:18:54,433 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-28 11:18:54,434 - pyskl - INFO - Best top1_acc is 0.6481 at 3 epoch. +2025-05-28 11:18:54,436 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6481, top5_acc: 0.9254 +2025-05-28 11:19:58,414 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:55:23, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.6431, top5_acc: 0.9313, loss_cls: 4.4947, loss: 4.4947 +2025-05-28 11:20:41,213 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:53:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6462, top5_acc: 0.9219, loss_cls: 4.5614, loss: 4.5614 +2025-05-28 11:21:24,229 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:52:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6519, top5_acc: 0.9219, loss_cls: 4.5638, loss: 4.5638 +2025-05-28 11:22:07,094 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:50:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6600, top5_acc: 0.9400, loss_cls: 4.3316, loss: 4.3316 +2025-05-28 11:22:50,030 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:49:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9375, loss_cls: 4.3851, loss: 4.3851 +2025-05-28 11:23:32,907 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:47:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9381, loss_cls: 4.3495, loss: 4.3495 +2025-05-28 11:24:15,686 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:46:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6506, top5_acc: 0.9331, loss_cls: 4.5434, loss: 4.5434 +2025-05-28 11:24:58,501 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:44:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9325, loss_cls: 4.4328, loss: 4.4328 +2025-05-28 11:25:41,365 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:43:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6694, top5_acc: 0.9363, loss_cls: 4.3672, loss: 4.3672 +2025-05-28 11:26:24,181 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:42:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9387, loss_cls: 4.4296, loss: 4.4296 +2025-05-28 11:27:06,926 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:40:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9413, loss_cls: 4.3742, loss: 4.3742 +2025-05-28 11:27:49,761 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:39:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6769, top5_acc: 0.9494, loss_cls: 4.2704, loss: 4.2704 +2025-05-28 11:28:32,534 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:37:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9356, loss_cls: 4.4177, loss: 4.4177 +2025-05-28 11:29:15,357 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:36:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6794, top5_acc: 0.9437, loss_cls: 4.3039, loss: 4.3039 +2025-05-28 11:29:58,185 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:34:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9437, loss_cls: 4.3937, loss: 4.3937 +2025-05-28 11:30:40,983 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:33:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9363, loss_cls: 4.3807, loss: 4.3807 +2025-05-28 11:31:23,743 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:32:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9537, loss_cls: 4.1863, loss: 4.1863 +2025-05-28 11:32:06,615 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:30:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9481, loss_cls: 4.3086, loss: 4.3086 +2025-05-28 11:32:49,602 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:29:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9387, loss_cls: 4.2694, loss: 4.2694 +2025-05-28 11:33:32,410 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:28:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6813, top5_acc: 0.9431, loss_cls: 4.2672, loss: 4.2672 +2025-05-28 11:34:15,204 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:27:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9519, loss_cls: 4.2252, loss: 4.2252 +2025-05-28 11:34:58,005 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:25:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6800, top5_acc: 0.9506, loss_cls: 4.1935, loss: 4.1935 +2025-05-28 11:35:40,728 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:24:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9487, loss_cls: 4.1561, loss: 4.1561 +2025-05-28 11:36:23,873 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:23:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6750, top5_acc: 0.9375, loss_cls: 4.3447, loss: 4.3447 +2025-05-28 11:37:06,811 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:22:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9413, loss_cls: 4.1646, loss: 4.1646 +2025-05-28 11:37:09,854 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-28 11:38:26,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:38:26,541 - pyskl - INFO - +top1_acc 0.6539 +top5_acc 0.9348 +2025-05-28 11:38:26,600 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_3.pth was removed +2025-05-28 11:38:27,640 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-28 11:38:27,641 - pyskl - INFO - Best top1_acc is 0.6539 at 4 epoch. +2025-05-28 11:38:27,644 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6539, top5_acc: 0.9348 +2025-05-28 11:39:31,667 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:32:11, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9506, loss_cls: 4.0582, loss: 4.0582 +2025-05-28 11:40:14,586 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:30:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9563, loss_cls: 3.9631, loss: 3.9631 +2025-05-28 11:40:57,626 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:29:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9419, loss_cls: 4.1462, loss: 4.1462 +2025-05-28 11:41:40,581 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:28:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9481, loss_cls: 4.1451, loss: 4.1451 +2025-05-28 11:42:23,470 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:27:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 4.0308, loss: 4.0308 +2025-05-28 11:43:06,343 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:25:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9431, loss_cls: 4.2005, loss: 4.2005 +2025-05-28 11:43:49,161 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:24:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9450, loss_cls: 4.2095, loss: 4.2095 +2025-05-28 11:44:31,918 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:23:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9463, loss_cls: 4.1437, loss: 4.1437 +2025-05-28 11:45:14,677 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:22:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9481, loss_cls: 4.0778, loss: 4.0778 +2025-05-28 11:45:57,406 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:20:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9575, loss_cls: 3.9177, loss: 3.9177 +2025-05-28 11:46:40,178 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:19:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9475, loss_cls: 4.1078, loss: 4.1078 +2025-05-28 11:47:22,856 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:18:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9587, loss_cls: 4.0911, loss: 4.0911 +2025-05-28 11:48:05,606 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:16:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 3.9272, loss: 3.9272 +2025-05-28 11:48:48,306 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:15:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9587, loss_cls: 4.0916, loss: 4.0916 +2025-05-28 11:49:30,997 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9506, loss_cls: 4.1081, loss: 4.1081 +2025-05-28 11:50:13,742 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:13:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 4.0301, loss: 4.0301 +2025-05-28 11:50:56,433 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:11:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9463, loss_cls: 4.0655, loss: 4.0655 +2025-05-28 11:51:39,150 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:10:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9525, loss_cls: 3.8836, loss: 3.8836 +2025-05-28 11:52:21,871 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:09:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9563, loss_cls: 3.9872, loss: 3.9872 +2025-05-28 11:53:04,568 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 3.9263, loss: 3.9263 +2025-05-28 11:53:47,301 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:07:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 4.0307, loss: 4.0307 +2025-05-28 11:54:29,997 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:05:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9481, loss_cls: 4.0104, loss: 4.0104 +2025-05-28 11:55:12,725 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:04:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9569, loss_cls: 3.9554, loss: 3.9554 +2025-05-28 11:55:55,464 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 20:03:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9519, loss_cls: 4.0160, loss: 4.0160 +2025-05-28 11:56:38,242 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 20:02:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 4.1178, loss: 4.1178 +2025-05-28 11:56:41,265 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-28 12:05:06,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:05:06,440 - pyskl - INFO - +top1_acc 0.6794 +top5_acc 0.9316 +2025-05-28 12:05:06,507 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_4.pth was removed +2025-05-28 12:05:07,521 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-28 12:05:07,522 - pyskl - INFO - Best top1_acc is 0.6794 at 5 epoch. +2025-05-28 12:05:07,525 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6794, top5_acc: 0.9316 +2025-05-28 12:06:12,029 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:10:20, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9606, loss_cls: 3.8981, loss: 3.8981 +2025-05-28 12:06:55,419 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:09:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 3.9239, loss: 3.9239 +2025-05-28 12:07:38,560 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:08:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 3.9511, loss: 3.9511 +2025-05-28 12:08:21,509 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:07:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 3.8551, loss: 3.8551 +2025-05-28 12:09:04,467 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:06:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9606, loss_cls: 3.9961, loss: 3.9961 +2025-05-28 12:09:47,445 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:05:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9437, loss_cls: 4.0184, loss: 4.0184 +2025-05-28 12:10:30,372 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 20:03:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9613, loss_cls: 3.8491, loss: 3.8491 +2025-05-28 12:11:13,412 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 20:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 4.0491, loss: 4.0491 +2025-05-28 12:11:56,315 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 20:01:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9613, loss_cls: 3.7872, loss: 3.7872 +2025-05-28 12:12:39,147 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 20:00:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9569, loss_cls: 3.9550, loss: 3.9550 +2025-05-28 12:13:22,132 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:59:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 3.9432, loss: 3.9432 +2025-05-28 12:14:05,034 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:58:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9631, loss_cls: 3.8691, loss: 3.8691 +2025-05-28 12:14:48,043 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:57:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9575, loss_cls: 3.8384, loss: 3.8384 +2025-05-28 12:15:30,722 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:56:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9581, loss_cls: 3.7718, loss: 3.7718 +2025-05-28 12:16:13,474 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:55:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 3.9474, loss: 3.9474 +2025-05-28 12:16:56,247 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:54:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 3.8244, loss: 3.8244 +2025-05-28 12:17:39,078 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:53:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9625, loss_cls: 3.8319, loss: 3.8319 +2025-05-28 12:18:21,950 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:51:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9625, loss_cls: 3.8207, loss: 3.8207 +2025-05-28 12:19:04,789 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:50:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9550, loss_cls: 3.9242, loss: 3.9242 +2025-05-28 12:19:47,675 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:49:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 3.8177, loss: 3.8177 +2025-05-28 12:20:30,562 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:48:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 3.7888, loss: 3.7888 +2025-05-28 12:21:13,525 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 3.7928, loss: 3.7928 +2025-05-28 12:21:56,310 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 3.8442, loss: 3.8442 +2025-05-28 12:22:39,220 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:45:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.8423, loss: 3.8423 +2025-05-28 12:23:22,087 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:44:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 3.8198, loss: 3.8198 +2025-05-28 12:23:25,158 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-28 12:24:41,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:24:41,577 - pyskl - INFO - +top1_acc 0.6799 +top5_acc 0.9285 +2025-05-28 12:24:41,643 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_5.pth was removed +2025-05-28 12:24:42,639 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-28 12:24:42,639 - pyskl - INFO - Best top1_acc is 0.6799 at 6 epoch. +2025-05-28 12:24:42,642 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6799, top5_acc: 0.9285 +2025-05-28 12:25:47,614 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:51:16, time: 0.650, data_time: 0.218, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.8450, loss: 3.8450 +2025-05-28 12:26:30,783 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:50:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9675, loss_cls: 3.7005, loss: 3.7005 +2025-05-28 12:27:13,802 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:49:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9625, loss_cls: 3.8226, loss: 3.8226 +2025-05-28 12:27:56,833 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:48:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 3.7694, loss: 3.7694 +2025-05-28 12:28:39,882 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:47:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9613, loss_cls: 3.7482, loss: 3.7482 +2025-05-28 12:29:22,892 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:46:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 3.6681, loss: 3.6681 +2025-05-28 12:30:05,910 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:45:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 3.7563, loss: 3.7563 +2025-05-28 12:30:49,107 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:44:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.6852, loss: 3.6852 +2025-05-28 12:31:32,165 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:43:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.7010, loss: 3.7010 +2025-05-28 12:32:15,095 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:42:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.7138, loss: 3.7138 +2025-05-28 12:32:57,862 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:41:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 3.5807, loss: 3.5807 +2025-05-28 12:33:40,787 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:40:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.7328, loss: 3.7328 +2025-05-28 12:34:23,664 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:39:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 3.6891, loss: 3.6891 +2025-05-28 12:35:06,521 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:38:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 3.8416, loss: 3.8416 +2025-05-28 12:35:49,556 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:37:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.6003, loss: 3.6003 +2025-05-28 12:36:32,533 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:36:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 3.7603, loss: 3.7603 +2025-05-28 12:37:15,453 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:35:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9656, loss_cls: 3.6998, loss: 3.6998 +2025-05-28 12:37:58,415 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:34:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.7327, loss: 3.7327 +2025-05-28 12:38:41,327 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:33:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 3.7937, loss: 3.7937 +2025-05-28 12:39:24,207 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:32:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.6772, loss: 3.6772 +2025-05-28 12:40:07,133 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:31:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9619, loss_cls: 3.7250, loss: 3.7250 +2025-05-28 12:40:50,008 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:30:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.5721, loss: 3.5721 +2025-05-28 12:41:32,949 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:29:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 3.6815, loss: 3.6815 +2025-05-28 12:42:15,823 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:28:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.6868, loss: 3.6868 +2025-05-28 12:42:58,602 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:27:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 3.7080, loss: 3.7080 +2025-05-28 12:43:01,669 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-28 12:44:18,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:44:18,223 - pyskl - INFO - +top1_acc 0.7014 +top5_acc 0.9344 +2025-05-28 12:44:18,277 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_6.pth was removed +2025-05-28 12:44:19,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-28 12:44:19,262 - pyskl - INFO - Best top1_acc is 0.7014 at 7 epoch. +2025-05-28 12:44:19,265 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7014, top5_acc: 0.9344 +2025-05-28 12:45:23,560 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:32:31, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9694, loss_cls: 3.6385, loss: 3.6385 +2025-05-28 12:46:06,635 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:31:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 3.5598, loss: 3.5598 +2025-05-28 12:46:49,733 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:30:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9663, loss_cls: 3.5976, loss: 3.5976 +2025-05-28 12:47:32,577 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:29:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 3.6779, loss: 3.6779 +2025-05-28 12:48:15,549 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:28:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 3.6126, loss: 3.6126 +2025-05-28 12:48:58,473 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:27:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.5209, loss: 3.5209 +2025-05-28 12:49:41,425 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:26:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 3.6450, loss: 3.6450 +2025-05-28 12:50:24,390 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:25:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 3.6036, loss: 3.6036 +2025-05-28 12:51:07,403 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:24:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 3.6337, loss: 3.6337 +2025-05-28 12:51:50,296 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:23:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 3.6087, loss: 3.6087 +2025-05-28 12:52:33,235 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:22:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.6054, loss: 3.6054 +2025-05-28 12:53:16,177 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:21:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 3.5570, loss: 3.5570 +2025-05-28 12:53:59,178 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:20:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9725, loss_cls: 3.5534, loss: 3.5534 +2025-05-28 12:54:42,103 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:19:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.5077, loss: 3.5077 +2025-05-28 12:55:24,957 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:18:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.5769, loss: 3.5769 +2025-05-28 12:56:07,902 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:17:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.5627, loss: 3.5627 +2025-05-28 12:56:50,765 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:16:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.6660, loss: 3.6660 +2025-05-28 12:57:33,546 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:15:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 3.6060, loss: 3.6060 +2025-05-28 12:58:16,427 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:14:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.5951, loss: 3.5951 +2025-05-28 12:58:59,307 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:13:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.6275, loss: 3.6275 +2025-05-28 12:59:42,170 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:12:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.6667, loss: 3.6667 +2025-05-28 13:00:25,068 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:11:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.6034, loss: 3.6034 +2025-05-28 13:01:07,961 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:11:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.5809, loss: 3.5809 +2025-05-28 13:01:50,895 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:10:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9700, loss_cls: 3.5710, loss: 3.5710 +2025-05-28 13:02:33,764 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:09:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 3.4733, loss: 3.4733 +2025-05-28 13:02:36,788 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-28 13:03:53,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:03:53,416 - pyskl - INFO - +top1_acc 0.7634 +top5_acc 0.9601 +2025-05-28 13:03:53,470 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_7.pth was removed +2025-05-28 13:03:54,478 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-05-28 13:03:54,479 - pyskl - INFO - Best top1_acc is 0.7634 at 8 epoch. +2025-05-28 13:03:54,481 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7634, top5_acc: 0.9601 +2025-05-28 13:04:59,030 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:13:44, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.5465, loss: 3.5465 +2025-05-28 13:05:42,059 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:12:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 3.3897, loss: 3.3897 +2025-05-28 13:06:25,009 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:11:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.5237, loss: 3.5237 +2025-05-28 13:07:08,222 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:10:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.5962, loss: 3.5962 +2025-05-28 13:07:51,265 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:10:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.4495, loss: 3.4495 +2025-05-28 13:08:34,289 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:09:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.4654, loss: 3.4654 +2025-05-28 13:09:17,215 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:08:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.3859, loss: 3.3859 +2025-05-28 13:10:00,370 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 19:07:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.6652, loss: 3.6652 +2025-05-28 13:10:43,497 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 19:06:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9775, loss_cls: 3.4536, loss: 3.4536 +2025-05-28 13:11:26,373 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 19:05:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.6083, loss: 3.6083 +2025-05-28 13:12:09,203 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 19:04:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.6154, loss: 3.6154 +2025-05-28 13:12:52,121 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 19:03:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 3.5368, loss: 3.5368 +2025-05-28 13:13:35,045 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 19:02:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.6110, loss: 3.6110 +2025-05-28 13:14:17,915 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 19:01:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.5008, loss: 3.5008 +2025-05-28 13:15:00,748 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 19:00:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 3.6704, loss: 3.6704 +2025-05-28 13:15:43,605 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:59:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.4703, loss: 3.4703 +2025-05-28 13:16:26,578 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:58:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.5600, loss: 3.5600 +2025-05-28 13:17:09,466 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:57:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.4939, loss: 3.4939 +2025-05-28 13:17:52,369 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:56:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.4375, loss: 3.4375 +2025-05-28 13:18:35,190 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:55:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.3974, loss: 3.3974 +2025-05-28 13:19:17,949 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:54:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.4675, loss: 3.4675 +2025-05-28 13:20:00,786 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:53:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.5344, loss: 3.5344 +2025-05-28 13:20:43,544 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:52:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.5321, loss: 3.5321 +2025-05-28 13:21:26,457 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:52:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9700, loss_cls: 3.5974, loss: 3.5974 +2025-05-28 13:22:09,290 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:51:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.5450, loss: 3.5450 +2025-05-28 13:22:12,266 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-28 13:23:28,480 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:23:28,547 - pyskl - INFO - +top1_acc 0.7375 +top5_acc 0.9541 +2025-05-28 13:23:28,549 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7375, top5_acc: 0.9541 +2025-05-28 13:24:32,746 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:54:59, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.3492, loss: 3.3492 +2025-05-28 13:25:15,783 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:54:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.3155, loss: 3.3155 +2025-05-28 13:25:58,788 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:53:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.4989, loss: 3.4989 +2025-05-28 13:26:41,717 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:52:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9744, loss_cls: 3.4964, loss: 3.4964 +2025-05-28 13:27:24,647 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:51:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.4640, loss: 3.4640 +2025-05-28 13:28:07,501 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:50:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.4723, loss: 3.4723 +2025-05-28 13:28:50,378 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:49:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.4694, loss: 3.4694 +2025-05-28 13:29:33,253 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:48:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 3.5371, loss: 3.5371 +2025-05-28 13:30:16,204 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:47:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.3733, loss: 3.3733 +2025-05-28 13:30:59,230 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:46:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.4116, loss: 3.4116 +2025-05-28 13:31:42,309 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:45:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9775, loss_cls: 3.2859, loss: 3.2859 +2025-05-28 13:32:25,298 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:44:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.3977, loss: 3.3977 +2025-05-28 13:33:08,367 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:43:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.5697, loss: 3.5697 +2025-05-28 13:33:51,306 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:43:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.4337, loss: 3.4337 +2025-05-28 13:34:34,255 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:42:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.3890, loss: 3.3890 +2025-05-28 13:35:17,212 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:41:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.5489, loss: 3.5489 +2025-05-28 13:36:00,210 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:40:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4511, loss: 3.4511 +2025-05-28 13:36:43,095 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:39:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.5289, loss: 3.5289 +2025-05-28 13:37:26,114 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:38:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 3.4470, loss: 3.4470 +2025-05-28 13:38:08,955 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:37:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 3.3834, loss: 3.3834 +2025-05-28 13:38:51,922 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:36:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.5347, loss: 3.5347 +2025-05-28 13:39:34,936 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:35:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.4460, loss: 3.4460 +2025-05-28 13:40:17,889 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:34:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.4939, loss: 3.4939 +2025-05-28 13:41:00,823 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:34:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.5221, loss: 3.5221 +2025-05-28 13:41:43,621 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:33:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9794, loss_cls: 3.3829, loss: 3.3829 +2025-05-28 13:41:46,646 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-28 13:50:26,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:50:26,707 - pyskl - INFO - +top1_acc 0.7843 +top5_acc 0.9611 +2025-05-28 13:50:26,779 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_8.pth was removed +2025-05-28 13:50:27,834 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-28 13:50:27,836 - pyskl - INFO - Best top1_acc is 0.7843 at 10 epoch. +2025-05-28 13:50:27,840 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7843, top5_acc: 0.9611 +2025-05-28 13:51:32,151 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:36:31, time: 0.643, data_time: 0.216, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.3487, loss: 3.3487 +2025-05-28 13:52:15,020 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:35:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.4352, loss: 3.4352 +2025-05-28 13:52:57,917 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:34:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.3935, loss: 3.3935 +2025-05-28 13:53:40,765 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:33:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.5371, loss: 3.5371 +2025-05-28 13:54:23,635 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:32:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2629, loss: 3.2629 +2025-05-28 13:55:06,516 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:31:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.3555, loss: 3.3555 +2025-05-28 13:55:49,398 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:30:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4828, loss: 3.4828 +2025-05-28 13:56:32,207 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:30:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.4216, loss: 3.4216 +2025-05-28 13:57:15,127 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:29:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4451, loss: 3.4451 +2025-05-28 13:57:57,989 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:28:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.3138, loss: 3.3138 +2025-05-28 13:58:40,942 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:27:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.5180, loss: 3.5180 +2025-05-28 13:59:23,979 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:26:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.4008, loss: 3.4008 +2025-05-28 14:00:07,175 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:25:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.3512, loss: 3.3512 +2025-05-28 14:00:50,259 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.3982, loss: 3.3982 +2025-05-28 14:01:33,314 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:23:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.4007, loss: 3.4007 +2025-05-28 14:02:16,209 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:22:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.3210, loss: 3.3210 +2025-05-28 14:02:59,216 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:22:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3223, loss: 3.3223 +2025-05-28 14:03:42,003 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:21:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.4234, loss: 3.4234 +2025-05-28 14:04:24,934 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:20:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.3454, loss: 3.3454 +2025-05-28 14:05:08,207 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:19:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.3813, loss: 3.3813 +2025-05-28 14:05:51,367 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:18:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.5549, loss: 3.5549 +2025-05-28 14:06:34,222 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:17:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2740, loss: 3.2740 +2025-05-28 14:07:17,145 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:16:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.3911, loss: 3.3911 +2025-05-28 14:08:00,032 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:15:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.2971, loss: 3.2971 +2025-05-28 14:08:42,976 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:15:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.3264, loss: 3.3264 +2025-05-28 14:08:46,060 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-28 14:10:02,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:10:02,491 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9526 +2025-05-28 14:10:02,494 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7561, top5_acc: 0.9526 +2025-05-28 14:11:06,578 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:18:01, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.2754, loss: 3.2754 +2025-05-28 14:11:49,559 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:17:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.3677, loss: 3.3677 +2025-05-28 14:12:32,328 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:16:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.3272, loss: 3.3272 +2025-05-28 14:13:15,376 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:15:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.4822, loss: 3.4822 +2025-05-28 14:13:58,533 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:14:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.3867, loss: 3.3867 +2025-05-28 14:14:41,623 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:13:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9781, loss_cls: 3.3836, loss: 3.3836 +2025-05-28 14:15:24,537 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:12:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.3909, loss: 3.3909 +2025-05-28 14:16:07,430 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:11:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.4824, loss: 3.4824 +2025-05-28 14:16:50,280 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:10:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.2493, loss: 3.2493 +2025-05-28 14:17:33,243 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:10:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 3.2722, loss: 3.2722 +2025-05-28 14:18:15,942 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:09:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9775, loss_cls: 3.3630, loss: 3.3630 +2025-05-28 14:18:59,220 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 18:08:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.3901, loss: 3.3901 +2025-05-28 14:19:42,517 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 18:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.1954, loss: 3.1954 +2025-05-28 14:20:25,908 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 18:06:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.4192, loss: 3.4192 +2025-05-28 14:21:09,133 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 18:05:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.3330, loss: 3.3330 +2025-05-28 14:21:52,377 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 18:05:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.3419, loss: 3.3419 +2025-05-28 14:22:35,528 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 18:04:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.3267, loss: 3.3267 +2025-05-28 14:23:18,912 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 18:03:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 3.4717, loss: 3.4717 +2025-05-28 14:24:02,315 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 18:02:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1980, loss: 3.1980 +2025-05-28 14:24:45,597 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 18:01:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.2652, loss: 3.2652 +2025-05-28 14:25:28,775 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 18:01:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 3.4027, loss: 3.4027 +2025-05-28 14:26:11,856 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 18:00:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.3247, loss: 3.3247 +2025-05-28 14:26:54,984 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:59:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3557, loss: 3.3557 +2025-05-28 14:27:38,119 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:58:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.3867, loss: 3.3867 +2025-05-28 14:28:21,242 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:57:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.2934, loss: 3.2934 +2025-05-28 14:28:24,394 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-28 14:29:42,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:29:42,504 - pyskl - INFO - +top1_acc 0.8082 +top5_acc 0.9688 +2025-05-28 14:29:42,571 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_10.pth was removed +2025-05-28 14:29:43,620 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-28 14:29:43,621 - pyskl - INFO - Best top1_acc is 0.8082 at 12 epoch. +2025-05-28 14:29:43,625 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.8082, top5_acc: 0.9688 +2025-05-28 14:30:48,687 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 18:00:30, time: 0.651, data_time: 0.220, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.2760, loss: 3.2760 +2025-05-28 14:31:31,610 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:59:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9781, loss_cls: 3.3451, loss: 3.3451 +2025-05-28 14:32:14,747 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:58:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.2283, loss: 3.2283 +2025-05-28 14:32:57,779 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:57:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.3459, loss: 3.3459 +2025-05-28 14:33:40,823 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:57:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 3.2682, loss: 3.2682 +2025-05-28 14:34:23,658 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:56:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.3733, loss: 3.3733 +2025-05-28 14:35:06,487 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:55:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.3912, loss: 3.3912 +2025-05-28 14:35:49,288 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:54:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.3701, loss: 3.3701 +2025-05-28 14:36:32,111 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:53:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.2631, loss: 3.2631 +2025-05-28 14:37:14,898 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:52:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.3219, loss: 3.3219 +2025-05-28 14:37:57,697 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:51:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.3114, loss: 3.3114 +2025-05-28 14:38:40,624 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:50:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.2980, loss: 3.2980 +2025-05-28 14:39:23,695 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:49:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.2907, loss: 3.2907 +2025-05-28 14:40:06,681 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:49:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.2624, loss: 3.2624 +2025-05-28 14:40:49,613 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:48:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2185, loss: 3.2185 +2025-05-28 14:41:32,525 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:47:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.3946, loss: 3.3946 +2025-05-28 14:42:15,411 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:46:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.3452, loss: 3.3452 +2025-05-28 14:42:58,460 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:45:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.2080, loss: 3.2080 +2025-05-28 14:43:41,435 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:44:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.3141, loss: 3.3141 +2025-05-28 14:44:24,407 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:43:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.2459, loss: 3.2459 +2025-05-28 14:45:07,383 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:43:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.3029, loss: 3.3029 +2025-05-28 14:45:50,296 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:42:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.2878, loss: 3.2878 +2025-05-28 14:46:33,198 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:41:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4449, loss: 3.4449 +2025-05-28 14:47:16,156 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:40:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9781, loss_cls: 3.2603, loss: 3.2603 +2025-05-28 14:47:59,062 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:39:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.3168, loss: 3.3168 +2025-05-28 14:48:02,239 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-28 14:49:18,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:49:18,612 - pyskl - INFO - +top1_acc 0.7999 +top5_acc 0.9665 +2025-05-28 14:49:18,614 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7999, top5_acc: 0.9665 +2025-05-28 14:50:22,411 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:41:52, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.2858, loss: 3.2858 +2025-05-28 14:51:05,202 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:40:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 3.2379, loss: 3.2379 +2025-05-28 14:51:48,024 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:40:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.2449, loss: 3.2449 +2025-05-28 14:52:30,862 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:39:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.1955, loss: 3.1955 +2025-05-28 14:53:13,923 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:38:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.1207, loss: 3.1207 +2025-05-28 14:53:56,852 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:37:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2290, loss: 3.2290 +2025-05-28 14:54:39,775 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:36:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.3398, loss: 3.3398 +2025-05-28 14:55:22,692 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:35:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.2966, loss: 3.2966 +2025-05-28 14:56:05,605 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:34:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.2745, loss: 3.2745 +2025-05-28 14:56:48,552 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:34:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2585, loss: 3.2585 +2025-05-28 14:57:31,638 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:33:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.1407, loss: 3.1407 +2025-05-28 14:58:14,650 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:32:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2416, loss: 3.2416 +2025-05-28 14:58:57,655 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:31:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.1554, loss: 3.1554 +2025-05-28 14:59:40,774 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:30:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.1346, loss: 3.1346 +2025-05-28 15:00:23,736 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:29:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.1880, loss: 3.1880 +2025-05-28 15:01:06,685 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:28:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.4439, loss: 3.4439 +2025-05-28 15:01:49,526 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:28:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.2530, loss: 3.2530 +2025-05-28 15:02:32,267 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:27:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.3753, loss: 3.3753 +2025-05-28 15:03:14,979 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:26:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1581, loss: 3.1581 +2025-05-28 15:03:57,827 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:25:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.2396, loss: 3.2396 +2025-05-28 15:04:40,604 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:24:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2608, loss: 3.2608 +2025-05-28 15:05:23,389 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:23:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2261, loss: 3.2261 +2025-05-28 15:06:06,036 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:22:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.3816, loss: 3.3816 +2025-05-28 15:06:48,718 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:21:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.2389, loss: 3.2389 +2025-05-28 15:07:31,461 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:21:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.2207, loss: 3.2207 +2025-05-28 15:07:34,526 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-28 15:08:50,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:08:50,904 - pyskl - INFO - +top1_acc 0.7931 +top5_acc 0.9663 +2025-05-28 15:08:50,907 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7931, top5_acc: 0.9663 +2025-05-28 15:09:54,959 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:23:07, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2593, loss: 3.2593 +2025-05-28 15:10:37,735 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:22:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 3.1589, loss: 3.1589 +2025-05-28 15:11:20,537 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:21:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.1748, loss: 3.1748 +2025-05-28 15:12:03,208 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:20:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.2347, loss: 3.2347 +2025-05-28 15:12:46,128 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:19:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.1481, loss: 3.1481 +2025-05-28 15:13:29,070 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:18:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.2565, loss: 3.2565 +2025-05-28 15:14:11,955 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:17:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.2976, loss: 3.2976 +2025-05-28 15:14:54,867 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:17:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.3078, loss: 3.3078 +2025-05-28 15:15:37,821 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:16:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.2360, loss: 3.2360 +2025-05-28 15:16:20,887 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:15:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.1434, loss: 3.1434 +2025-05-28 15:17:03,960 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:14:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1372, loss: 3.1372 +2025-05-28 15:17:46,867 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:13:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.1175, loss: 3.1175 +2025-05-28 15:18:29,873 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:12:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1805, loss: 3.1805 +2025-05-28 15:19:12,808 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:12:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1797, loss: 3.1797 +2025-05-28 15:19:55,826 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:11:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 3.2092, loss: 3.2092 +2025-05-28 15:20:38,797 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:10:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.1546, loss: 3.1546 +2025-05-28 15:21:21,724 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:09:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2317, loss: 3.2317 +2025-05-28 15:22:04,570 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 17:08:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.1065, loss: 3.1065 +2025-05-28 15:22:47,499 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 17:07:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.2437, loss: 3.2437 +2025-05-28 15:23:30,432 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 17:06:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.2280, loss: 3.2280 +2025-05-28 15:24:13,209 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 17:06:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2022, loss: 3.2022 +2025-05-28 15:24:56,107 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 17:05:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.2440, loss: 3.2440 +2025-05-28 15:25:39,019 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 17:04:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.2743, loss: 3.2743 +2025-05-28 15:26:21,937 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 17:03:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.2268, loss: 3.2268 +2025-05-28 15:27:04,737 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 17:02:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.2373, loss: 3.2373 +2025-05-28 15:27:07,795 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-28 15:35:24,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:35:24,298 - pyskl - INFO - +top1_acc 0.8122 +top5_acc 0.9722 +2025-05-28 15:35:24,366 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_12.pth was removed +2025-05-28 15:35:25,380 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-05-28 15:35:25,381 - pyskl - INFO - Best top1_acc is 0.8122 at 15 epoch. +2025-05-28 15:35:25,384 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.8122, top5_acc: 0.9722 +2025-05-28 15:36:29,765 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 17:04:37, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 3.2233, loss: 3.2233 +2025-05-28 15:37:12,600 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 17:03:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.1590, loss: 3.1590 +2025-05-28 15:37:55,336 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 17:02:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1684, loss: 3.1684 +2025-05-28 15:38:38,136 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 17:02:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.2922, loss: 3.2922 +2025-05-28 15:39:21,042 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 17:01:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1781, loss: 3.1781 +2025-05-28 15:40:04,153 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 17:00:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.1679, loss: 3.1679 +2025-05-28 15:40:47,230 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:59:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.1460, loss: 3.1460 +2025-05-28 15:41:30,121 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:58:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.1435, loss: 3.1435 +2025-05-28 15:42:12,900 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:57:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.0620, loss: 3.0620 +2025-05-28 15:42:55,695 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:56:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.1281, loss: 3.1281 +2025-05-28 15:43:38,521 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:56:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.1490, loss: 3.1490 +2025-05-28 15:44:21,366 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:55:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.2336, loss: 3.2336 +2025-05-28 15:45:04,007 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:54:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 3.1534, loss: 3.1534 +2025-05-28 15:45:46,715 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:53:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.1685, loss: 3.1685 +2025-05-28 15:46:29,480 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:52:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.1849, loss: 3.1849 +2025-05-28 15:47:12,305 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:51:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1960, loss: 3.1960 +2025-05-28 15:47:55,085 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:50:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.2478, loss: 3.2478 +2025-05-28 15:48:37,995 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:50:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.1367, loss: 3.1367 +2025-05-28 15:49:21,082 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.2307, loss: 3.2307 +2025-05-28 15:50:04,042 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.1394, loss: 3.1394 +2025-05-28 15:50:47,016 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:47:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.2408, loss: 3.2408 +2025-05-28 15:51:30,038 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:46:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.2552, loss: 3.2552 +2025-05-28 15:52:12,891 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:45:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.2941, loss: 3.2941 +2025-05-28 15:52:55,772 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:45:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.2445, loss: 3.2445 +2025-05-28 15:53:38,606 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:44:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.1629, loss: 3.1629 +2025-05-28 15:53:41,662 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-28 15:54:57,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:54:57,985 - pyskl - INFO - +top1_acc 0.7693 +top5_acc 0.9621 +2025-05-28 15:54:57,987 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7693, top5_acc: 0.9621 +2025-05-28 15:56:01,864 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:45:56, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.0122, loss: 3.0122 +2025-05-28 15:56:44,715 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:45:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.1222, loss: 3.1222 +2025-05-28 15:57:27,616 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:44:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.0641, loss: 3.0641 +2025-05-28 15:58:10,530 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:43:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.1108, loss: 3.1108 +2025-05-28 15:58:53,699 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:42:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.2116, loss: 3.2116 +2025-05-28 15:59:36,809 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:41:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.3041, loss: 3.3041 +2025-05-28 16:00:19,849 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:40:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1226, loss: 3.1226 +2025-05-28 16:01:02,827 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:40:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.1702, loss: 3.1702 +2025-05-28 16:01:45,734 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:39:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.0548, loss: 3.0548 +2025-05-28 16:02:28,574 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.2050, loss: 3.2050 +2025-05-28 16:03:11,505 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:37:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.2250, loss: 3.2250 +2025-05-28 16:03:54,436 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:36:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.1590, loss: 3.1590 +2025-05-28 16:04:37,241 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:35:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.1442, loss: 3.1442 +2025-05-28 16:05:20,225 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:35:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.2585, loss: 3.2585 +2025-05-28 16:06:03,181 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:34:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 3.0691, loss: 3.0691 +2025-05-28 16:06:46,085 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:33:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.1726, loss: 3.1726 +2025-05-28 16:07:28,931 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:32:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.1198, loss: 3.1198 +2025-05-28 16:08:11,901 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:31:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.1158, loss: 3.1158 +2025-05-28 16:08:54,999 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:31:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.1462, loss: 3.1462 +2025-05-28 16:09:38,022 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:30:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.1479, loss: 3.1479 +2025-05-28 16:10:20,991 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:29:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.1267, loss: 3.1267 +2025-05-28 16:11:03,837 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:28:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.0582, loss: 3.0582 +2025-05-28 16:11:46,721 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:27:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9844, loss_cls: 3.1220, loss: 3.1220 +2025-05-28 16:12:29,583 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:26:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.2203, loss: 3.2203 +2025-05-28 16:13:12,471 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:26:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.2021, loss: 3.2021 +2025-05-28 16:13:15,482 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-28 16:14:31,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:14:31,888 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9729 +2025-05-28 16:14:31,961 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_15.pth was removed +2025-05-28 16:14:32,969 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-28 16:14:32,970 - pyskl - INFO - Best top1_acc is 0.8168 at 17 epoch. +2025-05-28 16:14:32,972 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.8168, top5_acc: 0.9729 +2025-05-28 16:15:37,380 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:27:36, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.2179, loss: 3.2179 +2025-05-28 16:16:20,063 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:26:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0235, loss: 3.0235 +2025-05-28 16:17:02,930 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:25:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 3.0217, loss: 3.0217 +2025-05-28 16:17:45,720 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:25:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.1989, loss: 3.1989 +2025-05-28 16:18:28,687 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:24:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.0488, loss: 3.0488 +2025-05-28 16:19:11,663 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:23:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.1372, loss: 3.1372 +2025-05-28 16:19:54,815 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:22:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.1630, loss: 3.1630 +2025-05-28 16:20:37,703 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:21:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.0583, loss: 3.0583 +2025-05-28 16:21:20,638 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:20:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9819, loss_cls: 3.0777, loss: 3.0777 +2025-05-28 16:22:03,590 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:20:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.1510, loss: 3.1510 +2025-05-28 16:22:46,482 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:19:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0773, loss: 3.0773 +2025-05-28 16:23:29,443 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.1140, loss: 3.1140 +2025-05-28 16:24:12,390 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:17:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 3.1173, loss: 3.1173 +2025-05-28 16:24:55,261 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:16:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.9963, loss: 2.9963 +2025-05-28 16:25:38,243 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:16:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.0170, loss: 3.0170 +2025-05-28 16:26:21,165 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:15:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.2509, loss: 3.2509 +2025-05-28 16:27:04,047 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:14:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2106, loss: 3.2106 +2025-05-28 16:27:46,942 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:13:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.1194, loss: 3.1194 +2025-05-28 16:28:29,874 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:12:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.1123, loss: 3.1123 +2025-05-28 16:29:12,746 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:11:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.2235, loss: 3.2235 +2025-05-28 16:29:55,818 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:11:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.1629, loss: 3.1629 +2025-05-28 16:30:38,871 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:10:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1943, loss: 3.1943 +2025-05-28 16:31:21,809 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:09:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.1327, loss: 3.1327 +2025-05-28 16:32:04,823 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:08:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 3.2565, loss: 3.2565 +2025-05-28 16:32:47,671 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 16:07:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.1302, loss: 3.1302 +2025-05-28 16:32:50,802 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-28 16:34:07,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:34:07,296 - pyskl - INFO - +top1_acc 0.8232 +top5_acc 0.9700 +2025-05-28 16:34:07,359 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_17.pth was removed +2025-05-28 16:34:08,425 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-05-28 16:34:08,426 - pyskl - INFO - Best top1_acc is 0.8232 at 18 epoch. +2025-05-28 16:34:08,428 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.8232, top5_acc: 0.9700 +2025-05-28 16:35:12,754 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:09:14, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9188, loss: 2.9188 +2025-05-28 16:35:55,733 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 16:08:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.1123, loss: 3.1123 +2025-05-28 16:36:38,557 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 16:07:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.0614, loss: 3.0614 +2025-05-28 16:37:21,402 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 16:06:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.2048, loss: 3.2048 +2025-05-28 16:38:04,218 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 16:05:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.0112, loss: 3.0112 +2025-05-28 16:38:47,170 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 16:05:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0768, loss: 3.0768 +2025-05-28 16:39:30,114 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 16:04:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.1508, loss: 3.1508 +2025-05-28 16:40:13,041 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 16:03:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.0503, loss: 3.0503 +2025-05-28 16:40:55,934 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 16:02:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.1041, loss: 3.1041 +2025-05-28 16:41:38,782 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 16:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.2045, loss: 3.2045 +2025-05-28 16:42:21,626 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 16:00:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.0244, loss: 3.0244 +2025-05-28 16:43:04,485 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 16:00:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1354, loss: 3.1354 +2025-05-28 16:43:47,297 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:59:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.2173, loss: 3.2173 +2025-05-28 16:44:30,073 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:58:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.1224, loss: 3.1224 +2025-05-28 16:45:12,898 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:57:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 3.1722, loss: 3.1722 +2025-05-28 16:45:55,739 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:56:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 3.1083, loss: 3.1083 +2025-05-28 16:46:38,571 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:55:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0785, loss: 3.0785 +2025-05-28 16:47:21,499 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:55:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 3.0191, loss: 3.0191 +2025-05-28 16:48:04,335 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:54:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9850, loss_cls: 3.0363, loss: 3.0363 +2025-05-28 16:48:47,413 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:53:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.1030, loss: 3.1030 +2025-05-28 16:49:30,545 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:52:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.0250, loss: 3.0250 +2025-05-28 16:50:13,595 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:51:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.1691, loss: 3.1691 +2025-05-28 16:50:56,494 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:51:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1846, loss: 3.1846 +2025-05-28 16:51:39,411 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:50:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.1009, loss: 3.1009 +2025-05-28 16:52:22,310 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:49:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0737, loss: 3.0737 +2025-05-28 16:52:25,350 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-28 16:53:41,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:53:41,630 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9689 +2025-05-28 16:53:41,633 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7893, top5_acc: 0.9689 +2025-05-28 16:54:45,611 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:50:46, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.0622, loss: 3.0622 +2025-05-28 16:55:28,712 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:49:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.1449, loss: 3.1449 +2025-05-28 16:56:12,086 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:49:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.0140, loss: 3.0140 +2025-05-28 16:56:55,050 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:48:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.0782, loss: 3.0782 +2025-05-28 16:57:37,850 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:47:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.1139, loss: 3.1139 +2025-05-28 16:58:20,831 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:46:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.9674, loss: 2.9674 +2025-05-28 16:59:03,722 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:45:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.1289, loss: 3.1289 +2025-05-28 16:59:46,661 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:45:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.0775, loss: 3.0775 +2025-05-28 17:00:29,630 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:44:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.0471, loss: 3.0471 +2025-05-28 17:01:12,622 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:43:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 3.0865, loss: 3.0865 +2025-05-28 17:01:55,523 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:42:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.0913, loss: 3.0913 +2025-05-28 17:02:38,542 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 2.9864, loss: 2.9864 +2025-05-28 17:03:21,409 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:41:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 3.3141, loss: 3.3141 +2025-05-28 17:04:04,382 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:40:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.1335, loss: 3.1335 +2025-05-28 17:04:47,374 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:39:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9387, loss: 2.9387 +2025-05-28 17:05:30,245 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:38:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.1266, loss: 3.1266 +2025-05-28 17:06:13,048 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:37:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.0258, loss: 3.0258 +2025-05-28 17:06:55,815 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:36:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2497, loss: 3.2497 +2025-05-28 17:07:38,703 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:36:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.1352, loss: 3.1352 +2025-05-28 17:08:21,529 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:35:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.0841, loss: 3.0841 +2025-05-28 17:09:04,387 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:34:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.1802, loss: 3.1802 +2025-05-28 17:09:47,339 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:33:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.0980, loss: 3.0980 +2025-05-28 17:10:30,302 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:32:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.1171, loss: 3.1171 +2025-05-28 17:11:13,261 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:32:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.1950, loss: 3.1950 +2025-05-28 17:11:56,174 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:31:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.2643, loss: 3.2643 +2025-05-28 17:11:59,295 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-28 17:20:20,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:20:20,322 - pyskl - INFO - +top1_acc 0.7931 +top5_acc 0.9665 +2025-05-28 17:20:20,324 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7931, top5_acc: 0.9665 +2025-05-28 17:21:24,355 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:32:25, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0783, loss: 3.0783 +2025-05-28 17:22:07,117 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:31:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.1844, loss: 3.1844 +2025-05-28 17:22:49,857 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:30:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0586, loss: 3.0586 +2025-05-28 17:23:32,606 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:29:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 3.0932, loss: 3.0932 +2025-05-28 17:24:15,413 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:29:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.1315, loss: 3.1315 +2025-05-28 17:24:58,202 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:28:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0571, loss: 3.0571 +2025-05-28 17:25:41,041 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:27:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1262, loss: 3.1262 +2025-05-28 17:26:23,934 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:26:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9770, loss: 2.9770 +2025-05-28 17:27:06,968 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:25:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0591, loss: 3.0591 +2025-05-28 17:27:49,988 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:25:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.1152, loss: 3.1152 +2025-05-28 17:28:33,009 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:24:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 3.1099, loss: 3.1099 +2025-05-28 17:29:16,109 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:23:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1885, loss: 3.1885 +2025-05-28 17:29:59,066 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:22:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1380, loss: 3.1380 +2025-05-28 17:30:41,922 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:21:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.1806, loss: 3.1806 +2025-05-28 17:31:24,722 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:21:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.9878, loss: 2.9878 +2025-05-28 17:32:07,650 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:20:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1356, loss: 3.1356 +2025-05-28 17:32:50,605 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:19:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.0742, loss: 3.0742 +2025-05-28 17:33:33,585 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:18:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.0093, loss: 3.0093 +2025-05-28 17:34:16,573 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:17:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0920, loss: 3.0920 +2025-05-28 17:34:59,569 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:17:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.1185, loss: 3.1185 +2025-05-28 17:35:42,427 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:16:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0757, loss: 3.0757 +2025-05-28 17:36:25,321 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:15:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0278, loss: 3.0278 +2025-05-28 17:37:08,309 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:14:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1488, loss: 3.1488 +2025-05-28 17:37:51,345 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:13:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.0655, loss: 3.0655 +2025-05-28 17:38:34,302 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:12:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.1149, loss: 3.1149 +2025-05-28 17:38:37,346 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-28 17:39:53,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:39:53,987 - pyskl - INFO - +top1_acc 0.7831 +top5_acc 0.9615 +2025-05-28 17:39:53,990 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7831, top5_acc: 0.9615 +2025-05-28 17:40:58,042 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:14:02, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9201, loss: 2.9201 +2025-05-28 17:41:40,910 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:13:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9875, loss_cls: 2.9730, loss: 2.9730 +2025-05-28 17:42:23,765 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:12:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0680, loss: 3.0680 +2025-05-28 17:43:06,606 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:11:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0192, loss: 3.0192 +2025-05-28 17:43:49,543 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:10:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.0138, loss: 3.0138 +2025-05-28 17:44:32,493 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:09:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.0235, loss: 3.0235 +2025-05-28 17:45:15,411 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:09:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.0789, loss: 3.0789 +2025-05-28 17:45:58,466 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:08:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0722, loss: 3.0722 +2025-05-28 17:46:41,507 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 15:07:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.0983, loss: 3.0983 +2025-05-28 17:47:24,400 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 15:06:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0344, loss: 3.0344 +2025-05-28 17:48:07,317 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 15:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.1286, loss: 3.1286 +2025-05-28 17:48:50,126 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 15:05:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.2010, loss: 3.2010 +2025-05-28 17:49:33,034 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 15:04:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.1147, loss: 3.1147 +2025-05-28 17:50:15,937 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 15:03:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.0339, loss: 3.0339 +2025-05-28 17:50:58,855 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 15:02:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.9906, loss: 2.9906 +2025-05-28 17:51:41,773 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 15:01:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.0466, loss: 3.0466 +2025-05-28 17:52:24,726 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 15:01:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0530, loss: 3.0530 +2025-05-28 17:53:07,583 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 15:00:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.1093, loss: 3.1093 +2025-05-28 17:53:50,475 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.0168, loss: 3.0168 +2025-05-28 17:54:33,295 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:58:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0412, loss: 3.0412 +2025-05-28 17:55:16,260 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:57:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.1933, loss: 3.1933 +2025-05-28 17:55:59,159 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:57:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.1592, loss: 3.1592 +2025-05-28 17:56:42,083 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:56:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0567, loss: 3.0567 +2025-05-28 17:57:24,951 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:55:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.1165, loss: 3.1165 +2025-05-28 17:58:07,878 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:54:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 3.1503, loss: 3.1503 +2025-05-28 17:58:10,961 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-28 17:59:27,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:59:27,573 - pyskl - INFO - +top1_acc 0.7988 +top5_acc 0.9702 +2025-05-28 17:59:27,576 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7988, top5_acc: 0.9702 +2025-05-28 18:00:31,378 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:55:37, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.9950, loss: 2.9950 +2025-05-28 18:01:14,291 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:54:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9726, loss: 2.9726 +2025-05-28 18:01:57,171 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:54:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0337, loss: 3.0337 +2025-05-28 18:02:40,089 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:53:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.9853, loss: 2.9853 +2025-05-28 18:03:23,015 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:52:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9923, loss: 2.9923 +2025-05-28 18:04:05,998 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:51:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.0560, loss: 3.0560 +2025-05-28 18:04:48,961 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:50:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 2.9751, loss: 2.9751 +2025-05-28 18:05:31,926 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:50:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.0087, loss: 3.0087 +2025-05-28 18:06:14,980 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:49:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.9614, loss: 2.9614 +2025-05-28 18:06:57,998 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.9998, loss: 2.9998 +2025-05-28 18:07:41,005 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:47:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.0234, loss: 3.0234 +2025-05-28 18:08:23,923 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:46:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 3.1315, loss: 3.1315 +2025-05-28 18:09:06,826 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:46:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.0098, loss: 3.0098 +2025-05-28 18:09:49,812 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:45:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.0178, loss: 3.0178 +2025-05-28 18:10:32,721 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:44:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0171, loss: 3.0171 +2025-05-28 18:11:15,723 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:43:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0168, loss: 3.0168 +2025-05-28 18:11:58,611 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:42:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.9596, loss: 2.9596 +2025-05-28 18:12:41,470 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:42:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 2.9631, loss: 2.9631 +2025-05-28 18:13:24,363 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:41:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0970, loss: 3.0970 +2025-05-28 18:14:07,260 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:40:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.0271, loss: 3.0271 +2025-05-28 18:14:50,170 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:39:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0964, loss: 3.0964 +2025-05-28 18:15:33,056 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:38:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.1009, loss: 3.1009 +2025-05-28 18:16:15,987 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:38:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.1500, loss: 3.1500 +2025-05-28 18:16:59,172 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:37:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.0865, loss: 3.0865 +2025-05-28 18:17:42,354 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:36:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.1476, loss: 3.1476 +2025-05-28 18:17:45,381 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-28 18:19:01,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:19:01,850 - pyskl - INFO - +top1_acc 0.8016 +top5_acc 0.9713 +2025-05-28 18:19:01,852 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8016, top5_acc: 0.9713 +2025-05-28 18:20:05,978 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:37:22, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8982, loss: 2.8982 +2025-05-28 18:20:48,942 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:36:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.0589, loss: 3.0589 +2025-05-28 18:21:31,737 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:35:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 2.9678, loss: 2.9678 +2025-05-28 18:22:14,581 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:34:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.0624, loss: 3.0624 +2025-05-28 18:22:57,391 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:34:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.0681, loss: 3.0681 +2025-05-28 18:23:40,301 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:33:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.0729, loss: 3.0729 +2025-05-28 18:24:23,057 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:32:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0281, loss: 3.0281 +2025-05-28 18:25:06,030 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:31:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.9173, loss: 2.9173 +2025-05-28 18:25:49,131 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:30:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1041, loss: 3.1041 +2025-05-28 18:26:32,012 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:30:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.0462, loss: 3.0462 +2025-05-28 18:27:14,834 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:29:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 2.9700, loss: 2.9700 +2025-05-28 18:27:57,621 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:28:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0047, loss: 3.0047 +2025-05-28 18:28:40,352 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:27:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.9153, loss: 2.9153 +2025-05-28 18:29:23,101 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:26:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.1791, loss: 3.1791 +2025-05-28 18:30:05,926 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:26:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.0087, loss: 3.0087 +2025-05-28 18:30:48,819 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:25:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0579, loss: 3.0579 +2025-05-28 18:31:31,641 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:24:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 3.0709, loss: 3.0709 +2025-05-28 18:32:14,477 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:23:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1114, loss: 3.1114 +2025-05-28 18:32:57,183 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:22:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.0133, loss: 3.0133 +2025-05-28 18:33:39,932 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:22:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9712, loss: 2.9712 +2025-05-28 18:34:22,801 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:21:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.0335, loss: 3.0335 +2025-05-28 18:35:05,665 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:20:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0384, loss: 3.0384 +2025-05-28 18:35:48,429 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:19:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.0626, loss: 3.0626 +2025-05-28 18:36:31,209 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:18:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.1943, loss: 3.1943 +2025-05-28 18:37:14,044 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:18:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 2.9463, loss: 2.9463 +2025-05-28 18:37:17,078 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-28 18:38:33,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:38:33,566 - pyskl - INFO - +top1_acc 0.8111 +top5_acc 0.9692 +2025-05-28 18:38:33,569 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8111, top5_acc: 0.9692 +2025-05-28 18:39:37,621 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:18:50, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.9268, loss: 2.9268 +2025-05-28 18:40:20,365 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:18:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 3.0364, loss: 3.0364 +2025-05-28 18:41:03,254 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:17:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.9370, loss: 2.9370 +2025-05-28 18:41:46,126 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:16:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.0192, loss: 3.0192 +2025-05-28 18:42:29,123 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:15:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.9742, loss: 2.9742 +2025-05-28 18:43:12,050 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:14:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.0768, loss: 3.0768 +2025-05-28 18:43:54,973 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:14:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 3.0050, loss: 3.0050 +2025-05-28 18:44:37,975 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:13:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.9865, loss: 2.9865 +2025-05-28 18:45:20,965 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:12:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0762, loss: 3.0762 +2025-05-28 18:46:03,942 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:11:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.9217, loss: 2.9217 +2025-05-28 18:46:46,929 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:10:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.0446, loss: 3.0446 +2025-05-28 18:47:29,882 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:10:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0302, loss: 3.0302 +2025-05-28 18:48:12,791 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:09:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9707, loss: 2.9707 +2025-05-28 18:48:55,550 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:08:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.0819, loss: 3.0819 +2025-05-28 18:49:38,527 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:07:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.0158, loss: 3.0158 +2025-05-28 18:50:21,478 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 14:06:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9704, loss: 2.9704 +2025-05-28 18:51:04,450 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 14:06:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 2.9193, loss: 2.9193 +2025-05-28 18:51:47,431 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 14:05:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.9290, loss: 2.9290 +2025-05-28 18:52:30,507 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 14:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0514, loss: 3.0514 +2025-05-28 18:53:13,313 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 14:03:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0872, loss: 3.0872 +2025-05-28 18:53:56,157 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 14:02:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0028, loss: 3.0028 +2025-05-28 18:54:39,024 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 14:02:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.0216, loss: 3.0216 +2025-05-28 18:55:21,894 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 14:01:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.9710, loss: 2.9710 +2025-05-28 18:56:04,747 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 14:00:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9369, loss: 2.9369 +2025-05-28 18:56:47,557 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:59:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9452, loss: 2.9452 +2025-05-28 18:56:50,581 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-28 19:05:13,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:05:13,322 - pyskl - INFO - +top1_acc 0.8239 +top5_acc 0.9758 +2025-05-28 19:05:13,377 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_18.pth was removed +2025-05-28 19:05:14,384 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-05-28 19:05:14,385 - pyskl - INFO - Best top1_acc is 0.8239 at 25 epoch. +2025-05-28 19:05:14,387 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8239, top5_acc: 0.9758 +2025-05-28 19:06:18,457 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 14:00:30, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.9114, loss: 2.9114 +2025-05-28 19:07:01,251 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:59:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0356, loss: 3.0356 +2025-05-28 19:07:43,995 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:58:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9396, loss: 2.9396 +2025-05-28 19:08:26,709 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:58:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9282, loss: 2.9282 +2025-05-28 19:09:09,451 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:57:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0088, loss: 3.0088 +2025-05-28 19:09:52,038 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:56:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 2.9992, loss: 2.9992 +2025-05-28 19:10:34,761 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:55:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.0783, loss: 3.0783 +2025-05-28 19:11:17,417 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:54:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0391, loss: 3.0391 +2025-05-28 19:12:00,112 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:54:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.9466, loss: 2.9466 +2025-05-28 19:12:42,917 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9091, loss: 2.9091 +2025-05-28 19:13:25,814 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:52:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9929, loss: 2.9929 +2025-05-28 19:14:08,753 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:51:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.0583, loss: 3.0583 +2025-05-28 19:14:51,655 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:50:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.9113, loss: 2.9113 +2025-05-28 19:15:34,496 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:50:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.0863, loss: 3.0863 +2025-05-28 19:16:17,518 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:49:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9448, loss: 2.9448 +2025-05-28 19:17:00,446 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:48:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.8128, loss: 2.8128 +2025-05-28 19:17:43,363 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:47:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.0714, loss: 3.0714 +2025-05-28 19:18:26,368 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:46:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 2.9882, loss: 2.9882 +2025-05-28 19:19:09,277 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:46:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.9720, loss: 2.9720 +2025-05-28 19:19:52,156 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:45:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.0060, loss: 3.0060 +2025-05-28 19:20:34,963 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:44:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.0320, loss: 3.0320 +2025-05-28 19:21:17,849 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0007, loss: 3.0007 +2025-05-28 19:22:00,678 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:42:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0100, loss: 3.0100 +2025-05-28 19:22:43,521 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:42:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0181, loss: 3.0181 +2025-05-28 19:23:26,387 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:41:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9026, loss: 2.9026 +2025-05-28 19:23:29,424 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-28 19:24:45,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:24:45,628 - pyskl - INFO - +top1_acc 0.7937 +top5_acc 0.9666 +2025-05-28 19:24:45,630 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7937, top5_acc: 0.9666 +2025-05-28 19:25:50,041 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:42:02, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9913, loss: 2.9913 +2025-05-28 19:26:33,086 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.0726, loss: 3.0726 +2025-05-28 19:27:16,172 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:40:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.1551, loss: 3.1551 +2025-05-28 19:27:59,255 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:39:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.9089, loss: 2.9089 +2025-05-28 19:28:42,271 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:38:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.8398, loss: 2.8398 +2025-05-28 19:29:25,310 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:38:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.9805, loss: 2.9805 +2025-05-28 19:30:08,373 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:37:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8891, loss: 2.8891 +2025-05-28 19:30:51,339 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:36:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9108, loss: 2.9108 +2025-05-28 19:31:34,344 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:35:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9823, loss: 2.9823 +2025-05-28 19:32:17,398 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:35:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9998, loss: 2.9998 +2025-05-28 19:33:00,456 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:34:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9599, loss: 2.9599 +2025-05-28 19:33:43,466 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:33:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 2.8592, loss: 2.8592 +2025-05-28 19:34:26,474 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:32:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0000, loss: 3.0000 +2025-05-28 19:35:09,501 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:31:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9349, loss: 2.9349 +2025-05-28 19:35:52,467 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:31:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 3.0293, loss: 3.0293 +2025-05-28 19:36:35,485 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:30:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0426, loss: 3.0426 +2025-05-28 19:37:18,514 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:29:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.0622, loss: 3.0622 +2025-05-28 19:38:01,406 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:28:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.9443, loss: 2.9443 +2025-05-28 19:38:44,355 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:28:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.9793, loss: 2.9793 +2025-05-28 19:39:27,464 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:27:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.9858, loss: 2.9858 +2025-05-28 19:40:10,469 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:26:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0381, loss: 3.0381 +2025-05-28 19:40:53,470 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:25:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.0130, loss: 3.0130 +2025-05-28 19:41:36,514 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:24:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.0727, loss: 3.0727 +2025-05-28 19:42:19,631 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:24:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.0279, loss: 3.0279 +2025-05-28 19:43:02,562 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:23:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.9917, loss: 2.9917 +2025-05-28 19:43:05,930 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-28 19:44:22,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:44:22,421 - pyskl - INFO - +top1_acc 0.8028 +top5_acc 0.9682 +2025-05-28 19:44:22,424 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8028, top5_acc: 0.9682 +2025-05-28 19:45:26,709 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:23:56, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8473, loss: 2.8473 +2025-05-28 19:46:09,450 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:23:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8345, loss: 2.8345 +2025-05-28 19:46:52,225 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:22:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.0059, loss: 3.0059 +2025-05-28 19:47:35,121 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:21:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8402, loss: 2.8402 +2025-05-28 19:48:17,973 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:20:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.8298, loss: 2.8298 +2025-05-28 19:49:00,839 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:19:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.0564, loss: 3.0564 +2025-05-28 19:49:43,619 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:19:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9875, loss_cls: 2.9553, loss: 2.9553 +2025-05-28 19:50:26,311 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:18:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9882, loss: 2.9882 +2025-05-28 19:51:09,081 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:17:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9210, loss: 2.9210 +2025-05-28 19:51:51,975 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:16:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.0445, loss: 3.0445 +2025-05-28 19:52:34,897 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:16:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 2.9745, loss: 2.9745 +2025-05-28 19:53:17,778 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:15:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.1186, loss: 3.1186 +2025-05-28 19:54:00,550 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:14:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9700, loss_cls: 2.9831, loss: 2.9831 +2025-05-28 19:54:43,331 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:13:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.9872, loss: 2.9872 +2025-05-28 19:55:26,171 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.9022, loss: 2.9022 +2025-05-28 19:56:08,965 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:12:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.0173, loss: 3.0173 +2025-05-28 19:56:51,831 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:11:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9629, loss: 2.9629 +2025-05-28 19:57:34,648 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:10:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 2.9839, loss: 2.9839 +2025-05-28 19:58:17,405 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:09:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0634, loss: 3.0634 +2025-05-28 19:59:00,347 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:08:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.0481, loss: 3.0481 +2025-05-28 19:59:43,174 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:08:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.8904, loss: 2.8904 +2025-05-28 20:00:25,986 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 13:07:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0521, loss: 3.0521 +2025-05-28 20:01:08,681 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 13:06:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 2.9838, loss: 2.9838 +2025-05-28 20:01:51,454 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 13:05:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9092, loss: 2.9092 +2025-05-28 20:02:34,172 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 13:04:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.9133, loss: 2.9133 +2025-05-28 20:02:37,213 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-28 20:03:53,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:03:53,257 - pyskl - INFO - +top1_acc 0.8123 +top5_acc 0.9739 +2025-05-28 20:03:53,259 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8123, top5_acc: 0.9739 +2025-05-28 20:04:57,324 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 13:05:26, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.8741, loss: 2.8741 +2025-05-28 20:05:40,229 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 13:04:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9079, loss: 2.9079 +2025-05-28 20:06:23,190 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 13:03:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9280, loss: 2.9280 +2025-05-28 20:07:06,046 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 13:03:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.9258, loss: 2.9258 +2025-05-28 20:07:48,906 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 13:02:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8903, loss: 2.8903 +2025-05-28 20:08:31,895 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 13:01:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.9999, loss: 2.9999 +2025-05-28 20:09:14,871 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 13:00:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.9576, loss: 2.9576 +2025-05-28 20:09:57,763 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:59:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9633, loss: 2.9633 +2025-05-28 20:10:40,686 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:59:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.8527, loss: 2.8527 +2025-05-28 20:11:23,663 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:58:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.0217, loss: 3.0217 +2025-05-28 20:12:06,658 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:57:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9731, loss_cls: 2.9845, loss: 2.9845 +2025-05-28 20:12:49,653 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:56:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 3.0147, loss: 3.0147 +2025-05-28 20:13:32,613 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:56:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.9699, loss: 2.9699 +2025-05-28 20:14:15,606 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:55:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8874, loss: 2.8874 +2025-05-28 20:14:58,413 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:54:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.8619, loss: 2.8619 +2025-05-28 20:15:41,146 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:53:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9861, loss: 2.9861 +2025-05-28 20:16:23,982 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:52:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0164, loss: 3.0164 +2025-05-28 20:17:06,822 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:52:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 3.0774, loss: 3.0774 +2025-05-28 20:17:49,643 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:51:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 3.0720, loss: 3.0720 +2025-05-28 20:18:32,502 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:50:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9862, loss_cls: 2.8993, loss: 2.8993 +2025-05-28 20:19:15,322 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:49:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.8125, loss: 2.8125 +2025-05-28 20:19:58,351 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:49:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.9323, loss: 2.9323 +2025-05-28 20:20:41,461 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:48:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 2.9363, loss: 2.9363 +2025-05-28 20:21:24,386 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:47:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9751, loss: 2.9751 +2025-05-28 20:22:07,397 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:46:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0899, loss: 3.0899 +2025-05-28 20:22:10,446 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-28 20:23:26,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:23:26,333 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9716 +2025-05-28 20:23:26,336 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8196, top5_acc: 0.9716 +2025-05-28 20:24:30,608 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:47:09, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9223, loss: 2.9223 +2025-05-28 20:25:13,633 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:46:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9875, loss_cls: 2.8738, loss: 2.8738 +2025-05-28 20:25:56,609 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:45:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.8798, loss: 2.8798 +2025-05-28 20:26:39,537 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:44:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.8432, loss: 2.8432 +2025-05-28 20:27:22,494 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:44:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.0382, loss: 3.0382 +2025-05-28 20:28:05,670 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:43:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 2.9133, loss: 2.9133 +2025-05-28 20:28:48,524 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:42:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.9545, loss: 2.9545 +2025-05-28 20:29:31,334 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:41:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.7837, loss: 2.7837 +2025-05-28 20:30:14,264 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:40:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.9754, loss: 2.9754 +2025-05-28 20:30:57,066 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:40:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8813, loss: 2.8813 +2025-05-28 20:31:39,915 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:39:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8779, loss: 2.8779 +2025-05-28 20:32:22,801 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:38:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.0308, loss: 3.0308 +2025-05-28 20:33:05,908 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:37:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.8111, loss: 2.8111 +2025-05-28 20:33:48,745 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:37:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.9737, loss: 2.9737 +2025-05-28 20:34:31,454 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:36:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.9137, loss: 2.9137 +2025-05-28 20:35:14,179 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:35:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0057, loss: 3.0057 +2025-05-28 20:35:56,941 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:34:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8193, loss: 2.8193 +2025-05-28 20:36:39,722 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:33:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9518, loss: 2.9518 +2025-05-28 20:37:22,529 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:33:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.9498, loss: 2.9498 +2025-05-28 20:38:05,337 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:32:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0084, loss: 3.0084 +2025-05-28 20:38:48,093 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:31:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0020, loss: 3.0020 +2025-05-28 20:39:30,931 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:30:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.9782, loss: 2.9782 +2025-05-28 20:40:13,752 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:29:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.9600, loss: 2.9600 +2025-05-28 20:40:56,499 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:29:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9759, loss: 2.9759 +2025-05-28 20:41:39,386 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:28:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.0584, loss: 3.0584 +2025-05-28 20:41:42,386 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-28 20:50:03,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:50:04,034 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9707 +2025-05-28 20:50:04,036 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8179, top5_acc: 0.9707 +2025-05-28 20:51:08,335 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:28:47, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8972, loss: 2.8972 +2025-05-28 20:51:51,335 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:28:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.8643, loss: 2.8643 +2025-05-28 20:52:34,098 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:27:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9442, loss: 2.9442 +2025-05-28 20:53:16,826 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:26:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9267, loss: 2.9267 +2025-05-28 20:53:59,592 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:25:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0015, loss: 3.0015 +2025-05-28 20:54:42,267 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:24:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.8142, loss: 2.8142 +2025-05-28 20:55:24,961 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:24:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8560, loss: 2.8560 +2025-05-28 20:56:07,637 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:23:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8587, loss: 2.8587 +2025-05-28 20:56:50,275 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:22:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8838, loss: 2.8838 +2025-05-28 20:57:32,972 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:21:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9520, loss: 2.9520 +2025-05-28 20:58:15,634 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:20:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.9323, loss: 2.9323 +2025-05-28 20:58:58,457 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.9481, loss: 2.9481 +2025-05-28 20:59:41,250 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:19:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9831, loss: 2.9831 +2025-05-28 21:00:24,018 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:18:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 2.9980, loss: 2.9980 +2025-05-28 21:01:06,828 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:17:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9021, loss: 2.9021 +2025-05-28 21:01:49,537 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:16:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.0557, loss: 3.0557 +2025-05-28 21:02:32,238 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:16:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.0061, loss: 3.0061 +2025-05-28 21:03:14,989 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:15:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8917, loss: 2.8917 +2025-05-28 21:03:57,657 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:14:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8922, loss: 2.8922 +2025-05-28 21:04:40,437 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:13:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9278, loss: 2.9278 +2025-05-28 21:05:23,149 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:13:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 2.9674, loss: 2.9674 +2025-05-28 21:06:05,863 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:12:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9056, loss: 2.9056 +2025-05-28 21:06:48,630 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:11:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9924, loss: 2.9924 +2025-05-28 21:07:31,907 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:10:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9652, loss: 2.9652 +2025-05-28 21:08:14,766 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:09:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9336, loss: 2.9336 +2025-05-28 21:08:17,777 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-28 21:09:33,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:09:34,061 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9665 +2025-05-28 21:09:34,063 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7940, top5_acc: 0.9665 +2025-05-28 21:10:38,169 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:10:16, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8389, loss: 2.8389 +2025-05-28 21:11:21,139 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:09:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9600, loss: 2.9600 +2025-05-28 21:12:03,970 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:08:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.9245, loss: 2.9245 +2025-05-28 21:12:46,761 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:07:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8610, loss: 2.8610 +2025-05-28 21:13:29,490 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 12:07:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8289, loss: 2.8289 +2025-05-28 21:14:12,246 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 12:06:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 2.8666, loss: 2.8666 +2025-05-28 21:14:55,246 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 12:05:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8967, loss: 2.8967 +2025-05-28 21:15:38,234 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 12:04:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9905, loss: 2.9905 +2025-05-28 21:16:21,080 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 12:04:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.8255, loss: 2.8255 +2025-05-28 21:17:03,987 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 12:03:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.9745, loss: 2.9745 +2025-05-28 21:17:46,682 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 12:02:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9123, loss: 2.9123 +2025-05-28 21:18:29,747 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 12:01:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9155, loss: 2.9155 +2025-05-28 21:19:12,846 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 12:00:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.9303, loss: 2.9303 +2025-05-28 21:19:56,046 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 12:00:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8929, loss: 2.8929 +2025-05-28 21:20:39,006 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:59:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 2.9306, loss: 2.9306 +2025-05-28 21:21:21,820 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:58:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 2.9819, loss: 2.9819 +2025-05-28 21:22:04,542 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:57:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8569, loss: 2.8569 +2025-05-28 21:22:47,367 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:57:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8618, loss: 2.8618 +2025-05-28 21:23:30,183 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:56:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.9679, loss: 2.9679 +2025-05-28 21:24:12,835 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:55:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.8442, loss: 2.8442 +2025-05-28 21:24:55,675 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:54:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9336, loss: 2.9336 +2025-05-28 21:25:38,500 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:53:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.0329, loss: 3.0329 +2025-05-28 21:26:21,090 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:53:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.8647, loss: 2.8647 +2025-05-28 21:27:03,541 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:52:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.8767, loss: 2.8767 +2025-05-28 21:27:46,304 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:51:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.8608, loss: 2.8608 +2025-05-28 21:27:49,316 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-28 21:29:05,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:29:05,709 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9720 +2025-05-28 21:29:05,764 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_25.pth was removed +2025-05-28 21:29:06,761 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2025-05-28 21:29:06,762 - pyskl - INFO - Best top1_acc is 0.8253 at 32 epoch. +2025-05-28 21:29:06,764 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8253, top5_acc: 0.9720 +2025-05-28 21:30:10,984 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:51:53, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7870, loss: 2.7870 +2025-05-28 21:30:54,028 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:51:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.9007, loss: 2.9007 +2025-05-28 21:31:37,098 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:50:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.8118, loss: 2.8118 +2025-05-28 21:32:20,129 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:49:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8597, loss: 2.8597 +2025-05-28 21:33:03,138 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:48:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9654, loss: 2.9654 +2025-05-28 21:33:46,071 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:48:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.8891, loss: 2.8891 +2025-05-28 21:34:29,058 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:47:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9674, loss: 2.9674 +2025-05-28 21:35:12,032 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:46:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.9126, loss: 2.9126 +2025-05-28 21:35:54,989 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:45:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.8400, loss: 2.8400 +2025-05-28 21:36:38,011 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:44:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 2.9206, loss: 2.9206 +2025-05-28 21:37:20,883 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:44:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.8938, loss: 2.8938 +2025-05-28 21:38:03,917 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.8789, loss: 2.8789 +2025-05-28 21:38:46,914 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:42:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.8019, loss: 2.8019 +2025-05-28 21:39:29,907 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:41:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.0426, loss: 3.0426 +2025-05-28 21:40:12,802 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:41:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9332, loss: 2.9332 +2025-05-28 21:40:55,591 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:40:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 3.0069, loss: 3.0069 +2025-05-28 21:41:38,546 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:39:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9892, loss: 2.9892 +2025-05-28 21:42:21,405 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.9080, loss: 2.9080 +2025-05-28 21:43:04,258 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.8705, loss: 2.8705 +2025-05-28 21:43:47,055 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:37:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9516, loss: 2.9516 +2025-05-28 21:44:29,824 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:36:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 3.0300, loss: 3.0300 +2025-05-28 21:45:12,661 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:35:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.8985, loss: 2.8985 +2025-05-28 21:45:55,567 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:34:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8700, loss: 2.8700 +2025-05-28 21:46:38,403 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:34:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.8516, loss: 2.8516 +2025-05-28 21:47:21,231 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:33:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.8489, loss: 2.8489 +2025-05-28 21:47:24,287 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-28 21:48:40,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:48:40,653 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9731 +2025-05-28 21:48:40,656 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8180, top5_acc: 0.9731 +2025-05-28 21:49:44,834 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:33:38, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.7676, loss: 2.7676 +2025-05-28 21:50:27,670 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:32:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.8938, loss: 2.8938 +2025-05-28 21:51:10,569 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:32:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.8487, loss: 2.8487 +2025-05-28 21:51:53,431 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:31:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8911, loss: 2.8911 +2025-05-28 21:52:36,416 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:30:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.8657, loss: 2.8657 +2025-05-28 21:53:19,317 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:29:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.9030, loss: 2.9030 +2025-05-28 21:54:02,115 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:28:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.8589, loss: 2.8589 +2025-05-28 21:54:45,126 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:28:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9499, loss: 2.9499 +2025-05-28 21:55:28,088 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:27:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8148, loss: 2.8148 +2025-05-28 21:56:11,075 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:26:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.8869, loss: 2.8869 +2025-05-28 21:56:53,922 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:25:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.8667, loss: 2.8667 +2025-05-28 21:57:36,917 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:25:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8669, loss: 2.8669 +2025-05-28 21:58:19,914 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:24:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9456, loss: 2.9456 +2025-05-28 21:59:02,837 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:23:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.9392, loss: 2.9392 +2025-05-28 21:59:45,657 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:22:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.9191, loss: 2.9191 +2025-05-28 22:00:28,506 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:22:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8983, loss: 2.8983 +2025-05-28 22:01:11,338 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.9054, loss: 2.9054 +2025-05-28 22:01:54,174 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:20:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8581, loss: 2.8581 +2025-05-28 22:02:37,022 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:19:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8612, loss: 2.8612 +2025-05-28 22:03:19,810 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:18:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9888, loss_cls: 2.9585, loss: 2.9585 +2025-05-28 22:04:02,602 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:18:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.7280, loss: 2.7280 +2025-05-28 22:04:45,381 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:17:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.8399, loss: 2.8399 +2025-05-28 22:05:28,171 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:16:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.7522, loss: 2.7522 +2025-05-28 22:06:10,978 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:15:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 2.9880, loss: 2.9880 +2025-05-28 22:06:53,764 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:15:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8895, loss: 2.8895 +2025-05-28 22:06:56,795 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-28 22:08:13,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:08:13,121 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9697 +2025-05-28 22:08:13,123 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8020, top5_acc: 0.9697 +2025-05-28 22:09:17,249 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:15:19, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7752, loss: 2.7752 +2025-05-28 22:10:00,169 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:14:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.8824, loss: 2.8824 +2025-05-28 22:10:43,039 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:13:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.8216, loss: 2.8216 +2025-05-28 22:11:25,927 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:13:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.9105, loss: 2.9105 +2025-05-28 22:12:08,843 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:12:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.9512, loss: 2.9512 +2025-05-28 22:12:51,736 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:11:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.8789, loss: 2.8789 +2025-05-28 22:13:34,706 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:10:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8770, loss: 2.8770 +2025-05-28 22:14:17,631 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:09:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.9517, loss: 2.9517 +2025-05-28 22:15:00,491 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:09:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.9575, loss: 2.9575 +2025-05-28 22:15:43,469 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:08:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8562, loss: 2.8562 +2025-05-28 22:16:26,297 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:07:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.9221, loss: 2.9221 +2025-05-28 22:17:09,183 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 11:06:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 2.8566, loss: 2.8566 +2025-05-28 22:17:52,291 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 11:06:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8523, loss: 2.8523 +2025-05-28 22:18:35,513 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 11:05:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.8126, loss: 2.8126 +2025-05-28 22:19:18,422 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 11:04:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.9265, loss: 2.9265 +2025-05-28 22:20:01,375 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 11:03:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9504, loss: 2.9504 +2025-05-28 22:20:44,236 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 11:03:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 2.9331, loss: 2.9331 +2025-05-28 22:21:27,150 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 11:02:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.8901, loss: 2.8901 +2025-05-28 22:22:10,154 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 11:01:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9825, loss: 2.9825 +2025-05-28 22:22:52,917 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 11:00:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.8522, loss: 2.8522 +2025-05-28 22:23:35,670 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:59:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8990, loss: 2.8990 +2025-05-28 22:24:18,478 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:59:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.9710, loss: 2.9710 +2025-05-28 22:25:01,357 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:58:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 2.8359, loss: 2.8359 +2025-05-28 22:25:44,135 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:57:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.8239, loss: 2.8239 +2025-05-28 22:26:27,166 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:56:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8896, loss: 2.8896 +2025-05-28 22:26:30,306 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-28 22:35:19,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:35:19,959 - pyskl - INFO - +top1_acc 0.7751 +top5_acc 0.9546 +2025-05-28 22:35:19,961 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7751, top5_acc: 0.9546 +2025-05-28 22:36:24,070 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:57:02, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.8382, loss: 2.8382 +2025-05-28 22:37:07,190 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:56:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.8356, loss: 2.8356 +2025-05-28 22:37:50,135 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:55:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.8233, loss: 2.8233 +2025-05-28 22:38:32,827 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:54:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 2.7425, loss: 2.7425 +2025-05-28 22:39:15,482 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:53:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9501, loss: 2.9501 +2025-05-28 22:39:58,425 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:53:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8096, loss: 2.8096 +2025-05-28 22:40:41,091 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:52:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.9162, loss: 2.9162 +2025-05-28 22:41:23,785 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:51:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 2.8665, loss: 2.8665 +2025-05-28 22:42:06,417 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:50:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8737, loss: 2.8737 +2025-05-28 22:42:48,990 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:50:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8981, loss: 2.8981 +2025-05-28 22:43:31,667 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.8114, loss: 2.8114 +2025-05-28 22:44:14,466 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:48:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8471, loss: 2.8471 +2025-05-28 22:44:57,251 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:47:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0301, loss: 3.0301 +2025-05-28 22:45:40,109 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:46:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.9724, loss: 2.9724 +2025-05-28 22:46:22,954 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:46:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9096, loss: 2.9096 +2025-05-28 22:47:05,903 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:45:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.9351, loss: 2.9351 +2025-05-28 22:47:48,711 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:44:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8443, loss: 2.8443 +2025-05-28 22:48:31,437 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:43:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.8317, loss: 2.8317 +2025-05-28 22:49:14,203 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:43:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.0087, loss: 3.0087 +2025-05-28 22:49:56,969 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:42:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.9922, loss: 2.9922 +2025-05-28 22:50:39,723 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:41:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 2.9638, loss: 2.9638 +2025-05-28 22:51:22,501 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:40:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.0184, loss: 3.0184 +2025-05-28 22:52:05,340 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:39:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9601, loss: 2.9601 +2025-05-28 22:52:48,303 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:39:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 2.8157, loss: 2.8157 +2025-05-28 22:53:31,059 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 2.7743, loss: 2.7743 +2025-05-28 22:53:34,077 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-28 22:54:50,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:54:50,394 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9737 +2025-05-28 22:54:50,449 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_32.pth was removed +2025-05-28 22:54:51,439 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2025-05-28 22:54:51,440 - pyskl - INFO - Best top1_acc is 0.8411 at 36 epoch. +2025-05-28 22:54:51,442 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8411, top5_acc: 0.9737 +2025-05-28 22:55:55,249 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:38:36, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.6778, loss: 2.6778 +2025-05-28 22:56:38,092 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:37:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.8563, loss: 2.8563 +2025-05-28 22:57:20,894 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:37:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8310, loss: 2.8310 +2025-05-28 22:58:03,717 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:36:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8981, loss: 2.8981 +2025-05-28 22:58:46,542 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:35:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7628, loss: 2.7628 +2025-05-28 22:59:29,265 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:34:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7681, loss: 2.7681 +2025-05-28 23:00:11,953 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:33:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.9406, loss: 2.9406 +2025-05-28 23:00:54,649 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:33:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8913, loss: 2.8913 +2025-05-28 23:01:37,397 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:32:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9755, loss: 2.9755 +2025-05-28 23:02:20,097 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:31:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7541, loss: 2.7541 +2025-05-28 23:03:02,845 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:30:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8067, loss: 2.8067 +2025-05-28 23:03:45,541 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:30:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8361, loss: 2.8361 +2025-05-28 23:04:28,401 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:29:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.8923, loss: 2.8923 +2025-05-28 23:05:11,303 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:28:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.8650, loss: 2.8650 +2025-05-28 23:05:54,045 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:27:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8804, loss: 2.8804 +2025-05-28 23:06:37,051 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:27:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7711, loss: 2.7711 +2025-05-28 23:07:19,882 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:26:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8719, loss: 2.8719 +2025-05-28 23:08:02,674 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:25:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8337, loss: 2.8337 +2025-05-28 23:08:45,455 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:24:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7797, loss: 2.7797 +2025-05-28 23:09:28,314 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:23:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8066, loss: 2.8066 +2025-05-28 23:10:11,108 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:23:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9862, loss_cls: 2.9667, loss: 2.9667 +2025-05-28 23:10:53,950 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:22:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9602, loss: 2.9602 +2025-05-28 23:11:36,757 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:21:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.8852, loss: 2.8852 +2025-05-28 23:12:19,563 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:20:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.8566, loss: 2.8566 +2025-05-28 23:13:02,354 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:20:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 2.8955, loss: 2.8955 +2025-05-28 23:13:05,421 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-28 23:14:21,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:14:21,501 - pyskl - INFO - +top1_acc 0.8193 +top5_acc 0.9705 +2025-05-28 23:14:21,503 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8193, top5_acc: 0.9705 +2025-05-28 23:15:25,301 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:20:11, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7853, loss: 2.7853 +2025-05-28 23:16:08,048 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:19:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7713, loss: 2.7713 +2025-05-28 23:16:50,837 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:18:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.6873, loss: 2.6873 +2025-05-28 23:17:33,619 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:17:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7993, loss: 2.7993 +2025-05-28 23:18:16,438 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:17:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7785, loss: 2.7785 +2025-05-28 23:18:59,163 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:16:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.7783, loss: 2.7783 +2025-05-28 23:19:42,014 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:15:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8053, loss: 2.8053 +2025-05-28 23:20:24,890 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:14:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.8269, loss: 2.8269 +2025-05-28 23:21:07,809 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:14:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9381, loss: 2.9381 +2025-05-28 23:21:50,505 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:13:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8191, loss: 2.8191 +2025-05-28 23:22:33,267 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:12:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8722, loss: 2.8722 +2025-05-28 23:23:16,074 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:11:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.9403, loss: 2.9403 +2025-05-28 23:23:59,079 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:10:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.8789, loss: 2.8789 +2025-05-28 23:24:42,173 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:10:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.8812, loss: 2.8812 +2025-05-28 23:25:25,134 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:09:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7619, loss: 2.7619 +2025-05-28 23:26:08,136 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8626, loss: 2.8626 +2025-05-28 23:26:51,020 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:07:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.8288, loss: 2.8288 +2025-05-28 23:27:33,810 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:07:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.8742, loss: 2.8742 +2025-05-28 23:28:16,678 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:06:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9524, loss: 2.9524 +2025-05-28 23:28:59,462 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 10:05:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.8855, loss: 2.8855 +2025-05-28 23:29:42,292 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 10:04:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8713, loss: 2.8713 +2025-05-28 23:30:25,046 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 10:04:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.9147, loss: 2.9147 +2025-05-28 23:31:07,856 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 10:03:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.8359, loss: 2.8359 +2025-05-28 23:31:50,626 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 10:02:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 2.9522, loss: 2.9522 +2025-05-28 23:32:33,507 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 10:01:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.8737, loss: 2.8737 +2025-05-28 23:32:36,526 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-28 23:33:52,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:33:52,842 - pyskl - INFO - +top1_acc 0.8354 +top5_acc 0.9745 +2025-05-28 23:33:52,844 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8354, top5_acc: 0.9745 +2025-05-28 23:34:56,718 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 10:01:50, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.8111, loss: 2.8111 +2025-05-28 23:35:39,489 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 10:01:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.7415, loss: 2.7415 +2025-05-28 23:36:22,228 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 10:00:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8549, loss: 2.8549 +2025-05-28 23:37:05,071 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:59:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6827, loss: 2.6827 +2025-05-28 23:37:47,942 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:58:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.8641, loss: 2.8641 +2025-05-28 23:38:30,666 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:57:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9028, loss: 2.9028 +2025-05-28 23:39:13,439 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:57:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8302, loss: 2.8302 +2025-05-28 23:39:56,283 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:56:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 2.8969, loss: 2.8969 +2025-05-28 23:40:39,057 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:55:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 2.8084, loss: 2.8084 +2025-05-28 23:41:21,846 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:54:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8462, loss: 2.8462 +2025-05-28 23:42:04,698 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:54:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9463, loss: 2.9463 +2025-05-28 23:42:47,470 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:53:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.9406, loss: 2.9406 +2025-05-28 23:43:30,290 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:52:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.8115, loss: 2.8115 +2025-05-28 23:44:13,170 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:51:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.8584, loss: 2.8584 +2025-05-28 23:44:55,998 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:51:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8869, loss: 2.8869 +2025-05-28 23:45:38,934 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:50:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.8377, loss: 2.8377 +2025-05-28 23:46:21,827 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:49:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 2.9449, loss: 2.9449 +2025-05-28 23:47:04,714 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:48:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.8710, loss: 2.8710 +2025-05-28 23:47:47,521 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:48:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 2.9405, loss: 2.9405 +2025-05-28 23:48:30,345 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:47:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7949, loss: 2.7949 +2025-05-28 23:49:13,229 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:46:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.8564, loss: 2.8564 +2025-05-28 23:49:55,961 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:45:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.8956, loss: 2.8956 +2025-05-28 23:50:38,721 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:44:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7458, loss: 2.7458 +2025-05-28 23:51:21,534 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:44:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.7597, loss: 2.7597 +2025-05-28 23:52:04,356 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:43:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8913, loss: 2.8913 +2025-05-28 23:52:07,399 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-28 23:53:23,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:53:23,606 - pyskl - INFO - +top1_acc 0.8314 +top5_acc 0.9736 +2025-05-28 23:53:23,608 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8314, top5_acc: 0.9736 +2025-05-28 23:54:27,751 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:43:29, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7985, loss: 2.7985 +2025-05-28 23:55:10,585 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.7027, loss: 2.7027 +2025-05-28 23:55:53,418 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:41:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.8754, loss: 2.8754 +2025-05-28 23:56:36,281 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:41:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.7602, loss: 2.7602 +2025-05-28 23:57:19,151 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:40:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.8116, loss: 2.8116 +2025-05-28 23:58:02,065 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:39:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.8359, loss: 2.8359 +2025-05-28 23:58:44,900 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:38:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.8094, loss: 2.8094 +2025-05-28 23:59:27,859 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:38:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.9037, loss: 2.9037 +2025-05-29 00:00:10,681 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:37:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.7918, loss: 2.7918 +2025-05-29 00:00:53,662 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:36:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.7859, loss: 2.7859 +2025-05-29 00:01:36,509 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:35:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7549, loss: 2.7549 +2025-05-29 00:02:19,450 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:35:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9906, loss_cls: 2.7186, loss: 2.7186 +2025-05-29 00:03:02,303 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:34:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8545, loss: 2.8545 +2025-05-29 00:03:45,229 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:33:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8648, loss: 2.8648 +2025-05-29 00:04:28,513 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:32:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.9287, loss: 2.9287 +2025-05-29 00:05:11,565 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:32:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.8574, loss: 2.8574 +2025-05-29 00:05:54,494 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:31:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.8096, loss: 2.8096 +2025-05-29 00:06:37,342 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:30:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7739, loss: 2.7739 +2025-05-29 00:07:20,299 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:29:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8435, loss: 2.8435 +2025-05-29 00:08:03,222 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:29:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8106, loss: 2.8106 +2025-05-29 00:08:46,098 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:28:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8252, loss: 2.8252 +2025-05-29 00:09:29,029 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:27:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7557, loss: 2.7557 +2025-05-29 00:10:11,858 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:26:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.8741, loss: 2.8741 +2025-05-29 00:10:54,596 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:25:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.8499, loss: 2.8499 +2025-05-29 00:11:37,457 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:25:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.9371, loss: 2.9371 +2025-05-29 00:11:40,514 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-29 00:20:34,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:20:34,541 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9730 +2025-05-29 00:20:34,544 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8243, top5_acc: 0.9730 +2025-05-29 00:21:38,818 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:25:14, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7798, loss: 2.7798 +2025-05-29 00:22:21,694 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:24:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.6665, loss: 2.6665 +2025-05-29 00:23:04,627 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:23:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7558, loss: 2.7558 +2025-05-29 00:23:47,590 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:22:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.8882, loss: 2.8882 +2025-05-29 00:24:30,384 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:22:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.7590, loss: 2.7590 +2025-05-29 00:25:13,143 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:21:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.7521, loss: 2.7521 +2025-05-29 00:25:55,848 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:20:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7995, loss: 2.7995 +2025-05-29 00:26:38,571 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:19:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7205, loss: 2.7205 +2025-05-29 00:27:21,241 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.6694, loss: 2.6694 +2025-05-29 00:28:03,975 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:18:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8580, loss: 2.8580 +2025-05-29 00:28:46,710 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:17:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.8749, loss: 2.8749 +2025-05-29 00:29:29,521 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:16:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.8358, loss: 2.8358 +2025-05-29 00:30:12,320 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:16:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.8299, loss: 2.8299 +2025-05-29 00:30:55,178 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:15:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8390, loss: 2.8390 +2025-05-29 00:31:38,053 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:14:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 2.9185, loss: 2.9185 +2025-05-29 00:32:21,019 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:13:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9357, loss: 2.9357 +2025-05-29 00:33:03,914 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:12:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8571, loss: 2.8571 +2025-05-29 00:33:46,741 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:12:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8427, loss: 2.8427 +2025-05-29 00:34:29,517 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:11:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.8517, loss: 2.8517 +2025-05-29 00:35:12,343 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:10:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.8190, loss: 2.8190 +2025-05-29 00:35:55,213 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8765, loss: 2.8765 +2025-05-29 00:36:38,200 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:09:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8158, loss: 2.8158 +2025-05-29 00:37:21,264 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:08:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.8196, loss: 2.8196 +2025-05-29 00:38:04,122 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:07:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.8953, loss: 2.8953 +2025-05-29 00:38:46,924 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:06:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.8488, loss: 2.8488 +2025-05-29 00:38:49,946 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-29 00:40:06,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:40:06,298 - pyskl - INFO - +top1_acc 0.8346 +top5_acc 0.9721 +2025-05-29 00:40:06,300 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8346, top5_acc: 0.9721 +2025-05-29 00:41:11,077 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:06:57, time: 0.648, data_time: 0.215, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.7338, loss: 2.7338 +2025-05-29 00:41:53,871 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:06:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7295, loss: 2.7295 +2025-05-29 00:42:36,717 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 9:05:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.7631, loss: 2.7631 +2025-05-29 00:43:19,530 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 9:04:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.8661, loss: 2.8661 +2025-05-29 00:44:02,458 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 9:03:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7490, loss: 2.7490 +2025-05-29 00:44:45,472 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 9:03:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.8271, loss: 2.8271 +2025-05-29 00:45:28,291 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 9:02:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.8291, loss: 2.8291 +2025-05-29 00:46:10,976 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 9:01:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.9752, loss: 2.9752 +2025-05-29 00:46:53,710 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 9:00:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7074, loss: 2.7074 +2025-05-29 00:47:36,550 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 9:00:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8764, loss: 2.8764 +2025-05-29 00:48:19,558 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:59:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.8484, loss: 2.8484 +2025-05-29 00:49:02,607 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:58:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8452, loss: 2.8452 +2025-05-29 00:49:45,469 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:57:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8297, loss: 2.8297 +2025-05-29 00:50:28,294 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:57:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7603, loss: 2.7603 +2025-05-29 00:51:11,146 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:56:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.8045, loss: 2.8045 +2025-05-29 00:51:54,131 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:55:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.9886, loss: 2.9886 +2025-05-29 00:52:37,154 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.7265, loss: 2.7265 +2025-05-29 00:53:20,024 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:54:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.8760, loss: 2.8760 +2025-05-29 00:54:02,831 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.7434, loss: 2.7434 +2025-05-29 00:54:45,661 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:52:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8207, loss: 2.8207 +2025-05-29 00:55:28,549 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:51:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7999, loss: 2.7999 +2025-05-29 00:56:11,383 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:50:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8424, loss: 2.8424 +2025-05-29 00:56:54,125 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:50:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.7668, loss: 2.7668 +2025-05-29 00:57:36,863 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:49:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7963, loss: 2.7963 +2025-05-29 00:58:19,629 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:48:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7417, loss: 2.7417 +2025-05-29 00:58:22,632 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-29 00:59:39,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:59:39,667 - pyskl - INFO - +top1_acc 0.8401 +top5_acc 0.9733 +2025-05-29 00:59:39,669 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8401, top5_acc: 0.9733 +2025-05-29 01:00:43,555 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:48:38, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.8215, loss: 2.8215 +2025-05-29 01:01:26,368 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:47:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.6138, loss: 2.6138 +2025-05-29 01:02:09,119 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:47:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.7304, loss: 2.7304 +2025-05-29 01:02:51,830 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.8133, loss: 2.8133 +2025-05-29 01:03:34,630 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:45:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.7237, loss: 2.7237 +2025-05-29 01:04:17,385 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:44:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7903, loss: 2.7903 +2025-05-29 01:05:00,074 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:44:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.7990, loss: 2.7990 +2025-05-29 01:05:42,839 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:43:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8167, loss: 2.8167 +2025-05-29 01:06:25,714 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:42:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.8908, loss: 2.8908 +2025-05-29 01:07:08,529 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:41:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.8498, loss: 2.8498 +2025-05-29 01:07:51,290 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.8152, loss: 2.8152 +2025-05-29 01:08:34,050 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:40:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.7803, loss: 2.7803 +2025-05-29 01:09:16,795 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:39:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7128, loss: 2.7128 +2025-05-29 01:09:59,574 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:38:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.7449, loss: 2.7449 +2025-05-29 01:10:42,368 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:37:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8336, loss: 2.8336 +2025-05-29 01:11:25,127 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:37:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.8487, loss: 2.8487 +2025-05-29 01:12:08,179 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:36:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.7643, loss: 2.7643 +2025-05-29 01:12:51,094 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:35:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.7770, loss: 2.7770 +2025-05-29 01:13:33,886 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:34:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.8504, loss: 2.8504 +2025-05-29 01:14:16,827 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:34:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9341, loss: 2.9341 +2025-05-29 01:14:59,938 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:33:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8113, loss: 2.8113 +2025-05-29 01:15:43,001 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:32:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.8658, loss: 2.8658 +2025-05-29 01:16:26,093 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:31:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8509, loss: 2.8509 +2025-05-29 01:17:09,307 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:31:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.8391, loss: 2.8391 +2025-05-29 01:17:52,501 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:30:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 2.8019, loss: 2.8019 +2025-05-29 01:17:55,495 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-29 01:19:11,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:19:11,834 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9754 +2025-05-29 01:19:11,836 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8407, top5_acc: 0.9754 +2025-05-29 01:20:16,337 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:30:22, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7380, loss: 2.7380 +2025-05-29 01:20:59,282 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:29:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.6696, loss: 2.6696 +2025-05-29 01:21:42,235 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:28:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7534, loss: 2.7534 +2025-05-29 01:22:25,048 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:28:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.7335, loss: 2.7335 +2025-05-29 01:23:07,890 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:27:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7133, loss: 2.7133 +2025-05-29 01:23:50,535 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:26:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8004, loss: 2.8004 +2025-05-29 01:24:33,395 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:25:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7838, loss: 2.7838 +2025-05-29 01:25:16,398 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:25:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.7771, loss: 2.7771 +2025-05-29 01:25:59,529 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:24:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9912, loss_cls: 2.6988, loss: 2.6988 +2025-05-29 01:26:42,460 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:23:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.8598, loss: 2.8598 +2025-05-29 01:27:25,317 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:22:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7882, loss: 2.7882 +2025-05-29 01:28:08,239 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:22:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.8144, loss: 2.8144 +2025-05-29 01:28:51,113 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:21:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.7394, loss: 2.7394 +2025-05-29 01:29:34,057 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:20:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8901, loss: 2.8901 +2025-05-29 01:30:17,118 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:19:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.8866, loss: 2.8866 +2025-05-29 01:31:00,213 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:19:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7580, loss: 2.7580 +2025-05-29 01:31:43,454 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:18:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8029, loss: 2.8029 +2025-05-29 01:32:26,426 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:17:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.6478, loss: 2.6478 +2025-05-29 01:33:09,398 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:16:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7824, loss: 2.7824 +2025-05-29 01:33:52,351 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:16:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7128, loss: 2.7128 +2025-05-29 01:34:35,253 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:15:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7443, loss: 2.7443 +2025-05-29 01:35:18,142 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:14:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8034, loss: 2.8034 +2025-05-29 01:36:00,946 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:13:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.8414, loss: 2.8414 +2025-05-29 01:36:43,774 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:12:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.8201, loss: 2.8201 +2025-05-29 01:37:26,573 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:12:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.8518, loss: 2.8518 +2025-05-29 01:37:29,613 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-29 01:38:45,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:38:46,058 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9728 +2025-05-29 01:38:46,060 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8253, top5_acc: 0.9728 +2025-05-29 01:39:49,952 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:12:08, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7364, loss: 2.7364 +2025-05-29 01:40:32,858 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:11:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.6557, loss: 2.6557 +2025-05-29 01:41:15,779 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:10:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.8023, loss: 2.8023 +2025-05-29 01:41:58,681 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:09:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7237, loss: 2.7237 +2025-05-29 01:42:41,627 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:09:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.6809, loss: 2.6809 +2025-05-29 01:43:24,542 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:08:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.9047, loss: 2.9047 +2025-05-29 01:44:07,489 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:07:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7187, loss: 2.7187 +2025-05-29 01:44:50,383 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:06:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.8007, loss: 2.8007 +2025-05-29 01:45:33,207 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:06:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.7963, loss: 2.7963 +2025-05-29 01:46:16,043 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 8:05:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.7549, loss: 2.7549 +2025-05-29 01:46:58,862 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 8:04:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.7128, loss: 2.7128 +2025-05-29 01:47:41,677 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 8:03:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8382, loss: 2.8382 +2025-05-29 01:48:24,493 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 8:03:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8332, loss: 2.8332 +2025-05-29 01:49:07,321 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 8:02:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 2.7237, loss: 2.7237 +2025-05-29 01:49:50,156 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 8:01:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.8082, loss: 2.8082 +2025-05-29 01:50:33,079 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 8:00:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.9202, loss: 2.9202 +2025-05-29 01:51:15,995 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 8:00:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7732, loss: 2.7732 +2025-05-29 01:51:58,871 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:59:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7176, loss: 2.7176 +2025-05-29 01:52:41,803 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:58:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.8344, loss: 2.8344 +2025-05-29 01:53:24,914 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:57:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.7947, loss: 2.7947 +2025-05-29 01:54:07,987 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:57:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6490, loss: 2.6490 +2025-05-29 01:54:51,007 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:56:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.6888, loss: 2.6888 +2025-05-29 01:55:33,976 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:55:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7960, loss: 2.7960 +2025-05-29 01:56:16,858 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:54:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.9136, loss: 2.9136 +2025-05-29 01:56:59,763 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:53:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7331, loss: 2.7331 +2025-05-29 01:57:02,779 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-29 02:05:53,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:05:53,771 - pyskl - INFO - +top1_acc 0.8427 +top5_acc 0.9749 +2025-05-29 02:05:53,825 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_36.pth was removed +2025-05-29 02:05:54,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2025-05-29 02:05:54,821 - pyskl - INFO - Best top1_acc is 0.8427 at 45 epoch. +2025-05-29 02:05:54,823 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8427, top5_acc: 0.9749 +2025-05-29 02:06:58,805 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:53:54, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7225, loss: 2.7225 +2025-05-29 02:07:41,527 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:53:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6544, loss: 2.6544 +2025-05-29 02:08:24,282 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:52:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9831, loss_cls: 2.6854, loss: 2.6854 +2025-05-29 02:09:07,052 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:51:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.7237, loss: 2.7237 +2025-05-29 02:09:50,043 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:50:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7363, loss: 2.7363 +2025-05-29 02:10:32,834 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:50:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.7292, loss: 2.7292 +2025-05-29 02:11:15,607 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:49:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7538, loss: 2.7538 +2025-05-29 02:11:58,317 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:48:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.7219, loss: 2.7219 +2025-05-29 02:12:40,930 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:47:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.7899, loss: 2.7899 +2025-05-29 02:13:23,859 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:47:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.9091, loss: 2.9091 +2025-05-29 02:14:06,666 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:46:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.6690, loss: 2.6690 +2025-05-29 02:14:49,545 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:45:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8193, loss: 2.8193 +2025-05-29 02:15:32,320 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.8919, loss: 2.8919 +2025-05-29 02:16:14,991 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:44:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8334, loss: 2.8334 +2025-05-29 02:16:57,670 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:43:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9881, loss_cls: 2.7750, loss: 2.7750 +2025-05-29 02:17:40,571 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:42:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8554, loss: 2.8554 +2025-05-29 02:18:23,614 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:41:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.7363, loss: 2.7363 +2025-05-29 02:19:06,609 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:40:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7550, loss: 2.7550 +2025-05-29 02:19:49,358 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:40:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7663, loss: 2.7663 +2025-05-29 02:20:32,041 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:39:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.7334, loss: 2.7334 +2025-05-29 02:21:14,812 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:38:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7148, loss: 2.7148 +2025-05-29 02:21:57,611 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:37:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.7204, loss: 2.7204 +2025-05-29 02:22:40,441 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:37:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8415, loss: 2.8415 +2025-05-29 02:23:23,274 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:36:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 2.7887, loss: 2.7887 +2025-05-29 02:24:06,109 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:35:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.7607, loss: 2.7607 +2025-05-29 02:24:09,116 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-29 02:25:25,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:25:25,345 - pyskl - INFO - +top1_acc 0.8273 +top5_acc 0.9723 +2025-05-29 02:25:25,348 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8273, top5_acc: 0.9723 +2025-05-29 02:26:29,210 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:35:33, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6332, loss: 2.6332 +2025-05-29 02:27:12,176 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:34:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.5869, loss: 2.5869 +2025-05-29 02:27:55,194 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:34:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7373, loss: 2.7373 +2025-05-29 02:28:38,209 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7297, loss: 2.7297 +2025-05-29 02:29:21,168 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:32:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9925, loss_cls: 2.7034, loss: 2.7034 +2025-05-29 02:30:04,055 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:31:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.7499, loss: 2.7499 +2025-05-29 02:30:46,878 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.6393, loss: 2.6393 +2025-05-29 02:31:29,757 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:30:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8114, loss: 2.8114 +2025-05-29 02:32:12,557 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:29:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8036, loss: 2.8036 +2025-05-29 02:32:55,365 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:28:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.8336, loss: 2.8336 +2025-05-29 02:33:38,270 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:28:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.7040, loss: 2.7040 +2025-05-29 02:34:21,054 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:27:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8021, loss: 2.8021 +2025-05-29 02:35:04,073 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:26:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9881, loss_cls: 2.7791, loss: 2.7791 +2025-05-29 02:35:47,004 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:25:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7613, loss: 2.7613 +2025-05-29 02:36:29,941 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:24:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7061, loss: 2.7061 +2025-05-29 02:37:12,838 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:24:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.6387, loss: 2.6387 +2025-05-29 02:37:55,666 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:23:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7343, loss: 2.7343 +2025-05-29 02:38:38,560 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:22:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8213, loss: 2.8213 +2025-05-29 02:39:21,414 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:21:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.7624, loss: 2.7624 +2025-05-29 02:40:04,265 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:21:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.7996, loss: 2.7996 +2025-05-29 02:40:47,216 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:20:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.7991, loss: 2.7991 +2025-05-29 02:41:30,223 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:19:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7491, loss: 2.7491 +2025-05-29 02:42:13,227 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:18:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.7658, loss: 2.7658 +2025-05-29 02:42:56,146 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:18:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7083, loss: 2.7083 +2025-05-29 02:43:39,125 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:17:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.7289, loss: 2.7289 +2025-05-29 02:43:42,133 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-29 02:44:58,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:44:58,636 - pyskl - INFO - +top1_acc 0.8357 +top5_acc 0.9748 +2025-05-29 02:44:58,638 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8357, top5_acc: 0.9748 +2025-05-29 02:46:02,480 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:17:18, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.7338, loss: 2.7338 +2025-05-29 02:46:45,397 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:16:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.7610, loss: 2.7610 +2025-05-29 02:47:28,364 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:15:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6336, loss: 2.6336 +2025-05-29 02:48:11,434 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:15:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.7814, loss: 2.7814 +2025-05-29 02:48:54,323 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:14:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6579, loss: 2.6579 +2025-05-29 02:49:37,330 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:13:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.6870, loss: 2.6870 +2025-05-29 02:50:20,260 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:12:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7438, loss: 2.7438 +2025-05-29 02:51:03,065 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:12:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7614, loss: 2.7614 +2025-05-29 02:51:45,876 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:11:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.6865, loss: 2.6865 +2025-05-29 02:52:28,822 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:10:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7736, loss: 2.7736 +2025-05-29 02:53:11,881 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:09:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.6922, loss: 2.6922 +2025-05-29 02:53:54,814 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:09:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.7830, loss: 2.7830 +2025-05-29 02:54:37,643 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:08:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8067, loss: 2.8067 +2025-05-29 02:55:20,542 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:07:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9800, loss_cls: 2.7006, loss: 2.7006 +2025-05-29 02:56:03,390 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:06:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.7215, loss: 2.7215 +2025-05-29 02:56:46,323 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.7515, loss: 2.7515 +2025-05-29 02:57:29,173 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 7:05:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8225, loss: 2.8225 +2025-05-29 02:58:12,057 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 7:04:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7762, loss: 2.7762 +2025-05-29 02:58:54,858 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 7:03:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7738, loss: 2.7738 +2025-05-29 02:59:37,687 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 7:02:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.7645, loss: 2.7645 +2025-05-29 03:00:20,539 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 7:02:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.7267, loss: 2.7267 +2025-05-29 03:01:03,477 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 7:01:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.7315, loss: 2.7315 +2025-05-29 03:01:46,434 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 7:00:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.7634, loss: 2.7634 +2025-05-29 03:02:29,391 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:59:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7158, loss: 2.7158 +2025-05-29 03:03:12,248 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:59:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.7092, loss: 2.7092 +2025-05-29 03:03:15,263 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-29 03:04:31,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:04:31,599 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9711 +2025-05-29 03:04:31,602 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8149, top5_acc: 0.9711 +2025-05-29 03:05:35,682 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:59:04, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6327, loss: 2.6327 +2025-05-29 03:06:18,559 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:58:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.6755, loss: 2.6755 +2025-05-29 03:07:01,447 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:57:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.7509, loss: 2.7509 +2025-05-29 03:07:44,446 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:56:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.7173, loss: 2.7173 +2025-05-29 03:08:27,428 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:56:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6745, loss: 2.6745 +2025-05-29 03:09:10,218 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:55:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.8234, loss: 2.8234 +2025-05-29 03:09:53,213 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:54:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5589, loss: 2.5589 +2025-05-29 03:10:36,374 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:53:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.6128, loss: 2.6128 +2025-05-29 03:11:19,449 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:53:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6387, loss: 2.6387 +2025-05-29 03:12:02,355 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:52:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6715, loss: 2.6715 +2025-05-29 03:12:45,234 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:51:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.7425, loss: 2.7425 +2025-05-29 03:13:28,285 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:50:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.6182, loss: 2.6182 +2025-05-29 03:14:11,306 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.8337, loss: 2.8337 +2025-05-29 03:14:54,265 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:49:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7025, loss: 2.7025 +2025-05-29 03:15:37,250 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:48:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7479, loss: 2.7479 +2025-05-29 03:16:20,259 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:47:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7166, loss: 2.7166 +2025-05-29 03:17:03,125 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:47:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8487, loss: 2.8487 +2025-05-29 03:17:46,085 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:46:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6658, loss: 2.6658 +2025-05-29 03:18:28,960 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:45:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6754, loss: 2.6754 +2025-05-29 03:19:11,869 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:44:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6840, loss: 2.6840 +2025-05-29 03:19:54,722 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:44:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7479, loss: 2.7479 +2025-05-29 03:20:37,549 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:43:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.7497, loss: 2.7497 +2025-05-29 03:21:20,446 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:42:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.6647, loss: 2.6647 +2025-05-29 03:22:03,221 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:41:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7139, loss: 2.7139 +2025-05-29 03:22:46,129 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:41:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8366, loss: 2.8366 +2025-05-29 03:22:49,111 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-29 03:24:05,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:24:05,688 - pyskl - INFO - +top1_acc 0.8280 +top5_acc 0.9734 +2025-05-29 03:24:05,691 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8280, top5_acc: 0.9734 +2025-05-29 03:25:09,553 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:40:51, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.7035, loss: 2.7035 +2025-05-29 03:25:52,427 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:40:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.6660, loss: 2.6660 +2025-05-29 03:26:35,277 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:39:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.6715, loss: 2.6715 +2025-05-29 03:27:18,124 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.6003, loss: 2.6003 +2025-05-29 03:28:00,914 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:37:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6690, loss: 2.6690 +2025-05-29 03:28:43,778 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:37:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.7119, loss: 2.7119 +2025-05-29 03:29:26,668 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:36:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6382, loss: 2.6382 +2025-05-29 03:30:09,528 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:35:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7299, loss: 2.7299 +2025-05-29 03:30:52,299 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:34:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6526, loss: 2.6526 +2025-05-29 03:31:35,131 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:34:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7521, loss: 2.7521 +2025-05-29 03:32:17,883 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:33:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6814, loss: 2.6814 +2025-05-29 03:33:00,715 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:32:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.7015, loss: 2.7015 +2025-05-29 03:33:43,549 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:31:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7972, loss: 2.7972 +2025-05-29 03:34:26,375 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7923, loss: 2.7923 +2025-05-29 03:35:09,191 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:30:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7964, loss: 2.7964 +2025-05-29 03:35:52,167 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:29:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6837, loss: 2.6837 +2025-05-29 03:36:35,330 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:28:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.7751, loss: 2.7751 +2025-05-29 03:37:18,345 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:28:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.7154, loss: 2.7154 +2025-05-29 03:38:01,210 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:27:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.6232, loss: 2.6232 +2025-05-29 03:38:44,066 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:26:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.7225, loss: 2.7225 +2025-05-29 03:39:26,829 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:25:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 2.7706, loss: 2.7706 +2025-05-29 03:40:09,790 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:25:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.7442, loss: 2.7442 +2025-05-29 03:40:52,732 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:24:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.7432, loss: 2.7432 +2025-05-29 03:41:35,673 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:23:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.8617, loss: 2.8617 +2025-05-29 03:42:18,486 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:22:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6560, loss: 2.6560 +2025-05-29 03:42:21,535 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-29 03:51:28,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:51:28,895 - pyskl - INFO - +top1_acc 0.8393 +top5_acc 0.9774 +2025-05-29 03:51:28,897 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8393, top5_acc: 0.9774 +2025-05-29 03:52:33,534 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:22:36, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7099, loss: 2.7099 +2025-05-29 03:53:16,515 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:21:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6441, loss: 2.6441 +2025-05-29 03:53:59,444 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:21:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.6111, loss: 2.6111 +2025-05-29 03:54:42,401 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:20:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.6380, loss: 2.6380 +2025-05-29 03:55:25,273 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:19:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7066, loss: 2.7066 +2025-05-29 03:56:08,254 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:18:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7035, loss: 2.7035 +2025-05-29 03:56:51,079 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:18:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7436, loss: 2.7436 +2025-05-29 03:57:33,845 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:17:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6414, loss: 2.6414 +2025-05-29 03:58:16,671 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:16:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.6532, loss: 2.6532 +2025-05-29 03:58:59,413 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:15:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7901, loss: 2.7901 +2025-05-29 03:59:42,249 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:15:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6924, loss: 2.6924 +2025-05-29 04:00:25,106 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:14:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.7150, loss: 2.7150 +2025-05-29 04:01:07,877 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:13:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6021, loss: 2.6021 +2025-05-29 04:01:50,702 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:12:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6854, loss: 2.6854 +2025-05-29 04:02:33,624 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:12:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6274, loss: 2.6274 +2025-05-29 04:03:16,631 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:11:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6969, loss: 2.6969 +2025-05-29 04:03:59,942 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:10:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7346, loss: 2.7346 +2025-05-29 04:04:42,799 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:09:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.6536, loss: 2.6536 +2025-05-29 04:05:25,534 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:09:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.7218, loss: 2.7218 +2025-05-29 04:06:08,305 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6933, loss: 2.6933 +2025-05-29 04:06:50,896 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:07:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6714, loss: 2.6714 +2025-05-29 04:07:33,763 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:06:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 2.7341, loss: 2.7341 +2025-05-29 04:08:16,728 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:06:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.6853, loss: 2.6853 +2025-05-29 04:08:59,699 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 6:05:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7775, loss: 2.7775 +2025-05-29 04:09:42,595 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 6:04:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6422, loss: 2.6422 +2025-05-29 04:09:45,641 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-29 04:11:01,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:11:01,971 - pyskl - INFO - +top1_acc 0.8431 +top5_acc 0.9780 +2025-05-29 04:11:02,029 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_45.pth was removed +2025-05-29 04:11:03,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-05-29 04:11:03,085 - pyskl - INFO - Best top1_acc is 0.8431 at 51 epoch. +2025-05-29 04:11:03,088 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8431, top5_acc: 0.9780 +2025-05-29 04:12:07,018 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 6:04:20, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.6149, loss: 2.6149 +2025-05-29 04:12:49,791 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 6:03:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.6049, loss: 2.6049 +2025-05-29 04:13:32,619 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 6:02:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.6895, loss: 2.6895 +2025-05-29 04:14:15,464 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 6:02:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6229, loss: 2.6229 +2025-05-29 04:14:58,328 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 6:01:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.6659, loss: 2.6659 +2025-05-29 04:15:41,214 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 6:00:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6483, loss: 2.6483 +2025-05-29 04:16:24,030 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:59:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9888, loss_cls: 2.7945, loss: 2.7945 +2025-05-29 04:17:06,796 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:59:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7350, loss: 2.7350 +2025-05-29 04:17:49,503 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:58:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.8409, loss: 2.8409 +2025-05-29 04:18:32,305 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:57:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7220, loss: 2.7220 +2025-05-29 04:19:15,130 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:56:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6202, loss: 2.6202 +2025-05-29 04:19:57,964 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:56:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.7245, loss: 2.7245 +2025-05-29 04:20:40,777 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:55:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5779, loss: 2.5779 +2025-05-29 04:21:23,613 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:54:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.6859, loss: 2.6859 +2025-05-29 04:22:06,445 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:53:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 2.7086, loss: 2.7086 +2025-05-29 04:22:49,575 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:53:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.7118, loss: 2.7118 +2025-05-29 04:23:32,598 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:52:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7809, loss: 2.7809 +2025-05-29 04:24:15,462 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:51:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7099, loss: 2.7099 +2025-05-29 04:24:58,213 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:50:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6992, loss: 2.6992 +2025-05-29 04:25:40,997 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:50:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.6466, loss: 2.6466 +2025-05-29 04:26:23,878 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:49:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.6413, loss: 2.6413 +2025-05-29 04:27:06,775 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:48:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6689, loss: 2.6689 +2025-05-29 04:27:49,712 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:47:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5682, loss: 2.5682 +2025-05-29 04:28:32,549 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:47:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.7227, loss: 2.7227 +2025-05-29 04:29:15,458 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:46:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6710, loss: 2.6710 +2025-05-29 04:29:18,475 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-29 04:30:34,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:30:34,856 - pyskl - INFO - +top1_acc 0.8634 +top5_acc 0.9802 +2025-05-29 04:30:34,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_51.pth was removed +2025-05-29 04:30:35,957 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-05-29 04:30:35,958 - pyskl - INFO - Best top1_acc is 0.8634 at 52 epoch. +2025-05-29 04:30:35,960 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8634, top5_acc: 0.9802 +2025-05-29 04:31:40,455 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:46:04, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6280, loss: 2.6280 +2025-05-29 04:32:23,450 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:45:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6338, loss: 2.6338 +2025-05-29 04:33:06,397 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:44:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.5624, loss: 2.5624 +2025-05-29 04:33:49,480 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:43:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.5572, loss: 2.5572 +2025-05-29 04:34:32,379 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:43:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.6098, loss: 2.6098 +2025-05-29 04:35:15,343 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:42:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.7278, loss: 2.7278 +2025-05-29 04:35:58,418 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:41:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.7006, loss: 2.7006 +2025-05-29 04:36:41,402 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:40:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6510, loss: 2.6510 +2025-05-29 04:37:24,297 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:40:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 2.6633, loss: 2.6633 +2025-05-29 04:38:07,308 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:39:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6798, loss: 2.6798 +2025-05-29 04:38:50,243 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:38:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7296, loss: 2.7296 +2025-05-29 04:39:33,230 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:37:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6712, loss: 2.6712 +2025-05-29 04:40:16,185 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6196, loss: 2.6196 +2025-05-29 04:40:59,034 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:36:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.7672, loss: 2.7672 +2025-05-29 04:41:41,880 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:35:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.5327, loss: 2.5327 +2025-05-29 04:42:25,062 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:34:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.6633, loss: 2.6633 +2025-05-29 04:43:08,046 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:34:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6874, loss: 2.6874 +2025-05-29 04:43:50,922 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:33:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.7905, loss: 2.7905 +2025-05-29 04:44:33,719 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:32:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7220, loss: 2.7220 +2025-05-29 04:45:16,658 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:31:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.7160, loss: 2.7160 +2025-05-29 04:45:59,550 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6163, loss: 2.6163 +2025-05-29 04:46:42,343 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:30:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6859, loss: 2.6859 +2025-05-29 04:47:25,219 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:29:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.8151, loss: 2.8151 +2025-05-29 04:48:08,135 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:28:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9931, loss_cls: 2.6243, loss: 2.6243 +2025-05-29 04:48:50,935 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:28:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 2.7047, loss: 2.7047 +2025-05-29 04:48:53,959 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-29 04:50:10,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:50:10,446 - pyskl - INFO - +top1_acc 0.8439 +top5_acc 0.9768 +2025-05-29 04:50:10,449 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8439, top5_acc: 0.9768 +2025-05-29 04:51:14,682 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:27:51, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.5390, loss: 2.5390 +2025-05-29 04:51:57,616 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:27:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.5676, loss: 2.5676 +2025-05-29 04:52:40,474 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:26:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.6203, loss: 2.6203 +2025-05-29 04:53:23,254 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:25:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.6076, loss: 2.6076 +2025-05-29 04:54:06,201 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:24:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.4950, loss: 2.4950 +2025-05-29 04:54:49,095 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:24:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.6530, loss: 2.6530 +2025-05-29 04:55:31,920 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:23:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 2.5711, loss: 2.5711 +2025-05-29 04:56:14,730 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:22:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.6940, loss: 2.6940 +2025-05-29 04:56:57,520 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:21:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6494, loss: 2.6494 +2025-05-29 04:57:40,388 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:21:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5809, loss: 2.5809 +2025-05-29 04:58:23,448 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:20:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6906, loss: 2.6906 +2025-05-29 04:59:06,342 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:19:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.5851, loss: 2.5851 +2025-05-29 04:59:49,230 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:18:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.6300, loss: 2.6300 +2025-05-29 05:00:32,175 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:18:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.6430, loss: 2.6430 +2025-05-29 05:01:15,069 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:17:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7975, loss: 2.7975 +2025-05-29 05:01:57,961 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:16:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.7317, loss: 2.7317 +2025-05-29 05:02:40,913 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:15:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.6191, loss: 2.6191 +2025-05-29 05:03:23,703 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:15:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.6540, loss: 2.6540 +2025-05-29 05:04:06,655 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:14:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6894, loss: 2.6894 +2025-05-29 05:04:49,470 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:13:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6722, loss: 2.6722 +2025-05-29 05:05:32,283 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.6768, loss: 2.6768 +2025-05-29 05:06:14,947 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:12:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.6382, loss: 2.6382 +2025-05-29 05:06:57,738 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:11:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.5477, loss: 2.5477 +2025-05-29 05:07:40,575 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:10:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5792, loss: 2.5792 +2025-05-29 05:08:23,473 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:09:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.7408, loss: 2.7408 +2025-05-29 05:08:26,484 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-29 05:09:42,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:09:42,795 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9783 +2025-05-29 05:09:42,798 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8497, top5_acc: 0.9783 +2025-05-29 05:10:46,452 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:09:34, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.5481, loss: 2.5481 +2025-05-29 05:11:29,282 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:08:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6683, loss: 2.6683 +2025-05-29 05:12:12,266 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:08:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6644, loss: 2.6644 +2025-05-29 05:12:55,115 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:07:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7471, loss: 2.7471 +2025-05-29 05:13:37,932 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:06:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7022, loss: 2.7022 +2025-05-29 05:14:20,714 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:05:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.5741, loss: 2.5741 +2025-05-29 05:15:03,722 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 5:05:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.5374, loss: 2.5374 +2025-05-29 05:15:46,536 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 5:04:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6570, loss: 2.6570 +2025-05-29 05:16:29,367 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 5:03:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6303, loss: 2.6303 +2025-05-29 05:17:12,199 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 5:02:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.7046, loss: 2.7046 +2025-05-29 05:17:55,150 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 5:02:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6789, loss: 2.6789 +2025-05-29 05:18:38,135 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 5:01:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6739, loss: 2.6739 +2025-05-29 05:19:21,079 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 5:00:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.7227, loss: 2.7227 +2025-05-29 05:20:03,863 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:59:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 2.6318, loss: 2.6318 +2025-05-29 05:20:46,649 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:59:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6731, loss: 2.6731 +2025-05-29 05:21:29,654 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6098, loss: 2.6098 +2025-05-29 05:22:12,684 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:57:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9912, loss_cls: 2.6094, loss: 2.6094 +2025-05-29 05:22:55,529 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:56:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.7315, loss: 2.7315 +2025-05-29 05:23:38,307 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:56:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7525, loss: 2.7525 +2025-05-29 05:24:21,066 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:55:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.6879, loss: 2.6879 +2025-05-29 05:25:03,953 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:54:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.6332, loss: 2.6332 +2025-05-29 05:25:46,883 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:53:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.6044, loss: 2.6044 +2025-05-29 05:26:29,817 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:53:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.7909, loss: 2.7909 +2025-05-29 05:27:12,698 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:52:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6343, loss: 2.6343 +2025-05-29 05:27:55,573 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:51:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5679, loss: 2.5679 +2025-05-29 05:27:58,586 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-29 05:36:43,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:36:43,081 - pyskl - INFO - +top1_acc 0.8171 +top5_acc 0.9677 +2025-05-29 05:36:43,083 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8171, top5_acc: 0.9677 +2025-05-29 05:37:47,102 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:51:19, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9825, loss_cls: 2.5646, loss: 2.5646 +2025-05-29 05:38:29,864 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:50:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.6407, loss: 2.6407 +2025-05-29 05:39:12,687 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:49:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.5265, loss: 2.5265 +2025-05-29 05:39:55,510 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:49:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.7110, loss: 2.7110 +2025-05-29 05:40:38,270 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:48:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7134, loss: 2.7134 +2025-05-29 05:41:21,184 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:47:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5730, loss: 2.5730 +2025-05-29 05:42:03,910 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:46:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5809, loss: 2.5809 +2025-05-29 05:42:46,612 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:46:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9906, loss_cls: 2.6491, loss: 2.6491 +2025-05-29 05:43:29,354 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:45:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6519, loss: 2.6519 +2025-05-29 05:44:12,144 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:44:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.6326, loss: 2.6326 +2025-05-29 05:44:54,903 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:43:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.6945, loss: 2.6945 +2025-05-29 05:45:37,784 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:43:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6633, loss: 2.6633 +2025-05-29 05:46:20,641 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:42:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5735, loss: 2.5735 +2025-05-29 05:47:03,665 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:41:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6730, loss: 2.6730 +2025-05-29 05:47:46,454 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:40:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.7108, loss: 2.7108 +2025-05-29 05:48:29,168 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:40:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.5918, loss: 2.5918 +2025-05-29 05:49:11,915 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:39:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.7065, loss: 2.7065 +2025-05-29 05:49:54,785 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:38:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6760, loss: 2.6760 +2025-05-29 05:50:37,751 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:37:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7477, loss: 2.7477 +2025-05-29 05:51:20,795 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:37:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7352, loss: 2.7352 +2025-05-29 05:52:03,812 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:36:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6213, loss: 2.6213 +2025-05-29 05:52:46,806 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:35:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5550, loss: 2.5550 +2025-05-29 05:53:29,659 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:34:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6330, loss: 2.6330 +2025-05-29 05:54:12,419 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:34:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.6220, loss: 2.6220 +2025-05-29 05:54:55,271 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:33:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.7011, loss: 2.7011 +2025-05-29 05:54:58,344 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-29 05:56:14,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:56:14,649 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9767 +2025-05-29 05:56:14,652 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8397, top5_acc: 0.9767 +2025-05-29 05:57:18,962 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:33:03, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.6442, loss: 2.6442 +2025-05-29 05:58:01,697 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:32:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.5180, loss: 2.5180 +2025-05-29 05:58:44,376 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:31:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6940, loss: 2.6940 +2025-05-29 05:59:27,222 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:30:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6045, loss: 2.6045 +2025-05-29 06:00:10,231 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:30:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.5647, loss: 2.5647 +2025-05-29 06:00:53,207 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:29:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6772, loss: 2.6772 +2025-05-29 06:01:36,239 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:28:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6708, loss: 2.6708 +2025-05-29 06:02:19,254 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:27:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6975, loss: 2.6975 +2025-05-29 06:03:02,255 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:27:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.4968, loss: 2.4968 +2025-05-29 06:03:45,058 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:26:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.4958, loss: 2.4958 +2025-05-29 06:04:27,943 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:25:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6456, loss: 2.6456 +2025-05-29 06:05:10,851 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:24:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5941, loss: 2.5941 +2025-05-29 06:05:53,766 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:24:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6709, loss: 2.6709 +2025-05-29 06:06:36,677 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:23:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6060, loss: 2.6060 +2025-05-29 06:07:19,574 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:22:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6813, loss: 2.6813 +2025-05-29 06:08:02,379 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:21:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.5712, loss: 2.5712 +2025-05-29 06:08:45,331 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:21:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.6082, loss: 2.6082 +2025-05-29 06:09:28,259 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:20:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5321, loss: 2.5321 +2025-05-29 06:10:11,491 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:19:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6119, loss: 2.6119 +2025-05-29 06:10:54,803 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:18:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7040, loss: 2.7040 +2025-05-29 06:11:37,855 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:18:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.7171, loss: 2.7171 +2025-05-29 06:12:20,482 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:17:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.5773, loss: 2.5773 +2025-05-29 06:13:03,322 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:16:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6167, loss: 2.6167 +2025-05-29 06:13:46,025 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:15:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.5477, loss: 2.5477 +2025-05-29 06:14:28,745 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:15:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6178, loss: 2.6178 +2025-05-29 06:14:31,820 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-29 06:15:48,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:15:48,192 - pyskl - INFO - +top1_acc 0.8163 +top5_acc 0.9683 +2025-05-29 06:15:48,194 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8163, top5_acc: 0.9683 +2025-05-29 06:16:51,943 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:14:48, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5629, loss: 2.5629 +2025-05-29 06:17:34,586 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:14:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6123, loss: 2.6123 +2025-05-29 06:18:17,241 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:13:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.6144, loss: 2.6144 +2025-05-29 06:18:59,923 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:12:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5807, loss: 2.5807 +2025-05-29 06:19:42,803 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:11:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5627, loss: 2.5627 +2025-05-29 06:20:25,652 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:11:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.6178, loss: 2.6178 +2025-05-29 06:21:08,408 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:10:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.6007, loss: 2.6007 +2025-05-29 06:21:51,150 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:09:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.6274, loss: 2.6274 +2025-05-29 06:22:33,833 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:08:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.6469, loss: 2.6469 +2025-05-29 06:23:16,639 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:08:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7580, loss: 2.7580 +2025-05-29 06:23:59,347 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:07:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5911, loss: 2.5911 +2025-05-29 06:24:42,125 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:06:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.7213, loss: 2.7213 +2025-05-29 06:25:24,923 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:05:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5270, loss: 2.5270 +2025-05-29 06:26:07,658 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:05:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.6284, loss: 2.6284 +2025-05-29 06:26:50,390 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 4:04:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6557, loss: 2.6557 +2025-05-29 06:27:33,012 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 4:03:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.6118, loss: 2.6118 +2025-05-29 06:28:15,769 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 4:02:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5992, loss: 2.5992 +2025-05-29 06:28:58,658 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 4:02:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.6190, loss: 2.6190 +2025-05-29 06:29:41,506 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 4:01:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.6704, loss: 2.6704 +2025-05-29 06:30:24,481 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 4:00:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6301, loss: 2.6301 +2025-05-29 06:31:07,301 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:59:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.6134, loss: 2.6134 +2025-05-29 06:31:49,973 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:59:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5281, loss: 2.5281 +2025-05-29 06:32:32,649 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:58:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.5690, loss: 2.5690 +2025-05-29 06:33:15,463 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:57:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.5679, loss: 2.5679 +2025-05-29 06:33:58,210 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:56:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7610, loss: 2.7610 +2025-05-29 06:34:01,228 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-29 06:35:17,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:35:17,699 - pyskl - INFO - +top1_acc 0.8490 +top5_acc 0.9812 +2025-05-29 06:35:17,702 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8490, top5_acc: 0.9812 +2025-05-29 06:36:21,551 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:56:28, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.5985, loss: 2.5985 +2025-05-29 06:37:04,461 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:55:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4437, loss: 2.4437 +2025-05-29 06:37:47,385 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:54:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5165, loss: 2.5165 +2025-05-29 06:38:30,310 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:54:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.5521, loss: 2.5521 +2025-05-29 06:39:13,271 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:53:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.6260, loss: 2.6260 +2025-05-29 06:39:56,382 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:52:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6172, loss: 2.6172 +2025-05-29 06:40:39,597 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:52:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6009, loss: 2.6009 +2025-05-29 06:41:22,633 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.5960, loss: 2.5960 +2025-05-29 06:42:05,493 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:50:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.6025, loss: 2.6025 +2025-05-29 06:42:48,527 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:49:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.6111, loss: 2.6111 +2025-05-29 06:43:31,490 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:49:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5577, loss: 2.5577 +2025-05-29 06:44:14,374 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:48:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.5507, loss: 2.5507 +2025-05-29 06:44:57,385 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:47:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9944, loss_cls: 2.5277, loss: 2.5277 +2025-05-29 06:45:40,178 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:46:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.6547, loss: 2.6547 +2025-05-29 06:46:23,130 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:46:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6832, loss: 2.6832 +2025-05-29 06:47:06,042 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:45:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6109, loss: 2.6109 +2025-05-29 06:47:48,958 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:44:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5435, loss: 2.5435 +2025-05-29 06:48:31,947 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:43:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5757, loss: 2.5757 +2025-05-29 06:49:14,933 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:43:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.6660, loss: 2.6660 +2025-05-29 06:49:57,818 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:42:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.6273, loss: 2.6273 +2025-05-29 06:50:40,695 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:41:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.5420, loss: 2.5420 +2025-05-29 06:51:23,610 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:40:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.6034, loss: 2.6034 +2025-05-29 06:52:06,462 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:40:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5972, loss: 2.5972 +2025-05-29 06:52:49,383 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:39:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9762, loss_cls: 2.6179, loss: 2.6179 +2025-05-29 06:53:32,321 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:38:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5815, loss: 2.5815 +2025-05-29 06:53:35,343 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-29 06:54:51,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:54:51,791 - pyskl - INFO - +top1_acc 0.8487 +top5_acc 0.9763 +2025-05-29 06:54:51,794 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8487, top5_acc: 0.9763 +2025-05-29 06:55:55,769 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:38:16, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.5206, loss: 2.5206 +2025-05-29 06:56:38,710 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:37:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.4789, loss: 2.4789 +2025-05-29 06:57:21,636 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5133, loss: 2.5133 +2025-05-29 06:58:04,511 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:36:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.6503, loss: 2.6503 +2025-05-29 06:58:47,382 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:35:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.6349, loss: 2.6349 +2025-05-29 06:59:30,216 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:34:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.6447, loss: 2.6447 +2025-05-29 07:00:13,225 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:33:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5879, loss: 2.5879 +2025-05-29 07:00:56,113 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:33:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.5113, loss: 2.5113 +2025-05-29 07:01:39,007 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:32:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4876, loss: 2.4876 +2025-05-29 07:02:21,872 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:31:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.5134, loss: 2.5134 +2025-05-29 07:03:04,705 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:30:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5183, loss: 2.5183 +2025-05-29 07:03:47,529 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:30:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5256, loss: 2.5256 +2025-05-29 07:04:30,353 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:29:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.5438, loss: 2.5438 +2025-05-29 07:05:13,181 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:28:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.4993, loss: 2.4993 +2025-05-29 07:05:56,041 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:27:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6808, loss: 2.6808 +2025-05-29 07:06:38,853 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:27:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.6216, loss: 2.6216 +2025-05-29 07:07:21,591 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.6300, loss: 2.6300 +2025-05-29 07:08:04,563 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:25:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.5137, loss: 2.5137 +2025-05-29 07:08:47,533 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:24:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6646, loss: 2.6646 +2025-05-29 07:09:30,505 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:24:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.5566, loss: 2.5566 +2025-05-29 07:10:13,405 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:23:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.5470, loss: 2.5470 +2025-05-29 07:10:56,290 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:22:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5630, loss: 2.5630 +2025-05-29 07:11:39,168 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:21:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.5854, loss: 2.5854 +2025-05-29 07:12:22,050 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:21:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9931, loss_cls: 2.4846, loss: 2.4846 +2025-05-29 07:13:04,962 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:20:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5500, loss: 2.5500 +2025-05-29 07:13:08,015 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-29 07:21:27,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:21:27,798 - pyskl - INFO - +top1_acc 0.8474 +top5_acc 0.9773 +2025-05-29 07:21:27,802 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8474, top5_acc: 0.9773 +2025-05-29 07:22:32,226 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:20:02, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5997, loss: 2.5997 +2025-05-29 07:23:15,083 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:19:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.5210, loss: 2.5210 +2025-05-29 07:23:57,879 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:18:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5085, loss: 2.5085 +2025-05-29 07:24:40,666 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:17:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5133, loss: 2.5133 +2025-05-29 07:25:23,446 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:17:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.5586, loss: 2.5586 +2025-05-29 07:26:06,307 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:16:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.4898, loss: 2.4898 +2025-05-29 07:26:49,041 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:15:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.4359, loss: 2.4359 +2025-05-29 07:27:31,922 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:14:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5597, loss: 2.5597 +2025-05-29 07:28:14,826 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:14:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.4534, loss: 2.4534 +2025-05-29 07:28:57,634 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:13:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5260, loss: 2.5260 +2025-05-29 07:29:40,468 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:12:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5522, loss: 2.5522 +2025-05-29 07:30:23,255 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:11:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.4954, loss: 2.4954 +2025-05-29 07:31:06,069 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:11:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5953, loss: 2.5953 +2025-05-29 07:31:48,813 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:10:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.5937, loss: 2.5937 +2025-05-29 07:32:31,515 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:09:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5700, loss: 2.5700 +2025-05-29 07:33:14,243 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:08:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5887, loss: 2.5887 +2025-05-29 07:33:56,954 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:08:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9762, loss_cls: 2.7962, loss: 2.7962 +2025-05-29 07:34:39,691 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:07:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5617, loss: 2.5617 +2025-05-29 07:35:22,595 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:06:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6027, loss: 2.6027 +2025-05-29 07:36:05,506 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:05:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5963, loss: 2.5963 +2025-05-29 07:36:48,343 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:05:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6777, loss: 2.6777 +2025-05-29 07:37:31,235 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 3:04:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5545, loss: 2.5545 +2025-05-29 07:38:14,171 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 3:03:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5908, loss: 2.5908 +2025-05-29 07:38:57,109 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 3:02:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.6826, loss: 2.6826 +2025-05-29 07:39:39,994 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 3:02:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6359, loss: 2.6359 +2025-05-29 07:39:43,033 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-29 07:40:59,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:40:59,487 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9787 +2025-05-29 07:40:59,490 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8597, top5_acc: 0.9787 +2025-05-29 07:42:03,765 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 3:01:45, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 2.3898, loss: 2.3898 +2025-05-29 07:42:46,778 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 3:01:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.5404, loss: 2.5404 +2025-05-29 07:43:29,705 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 3:00:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.6408, loss: 2.6408 +2025-05-29 07:44:12,513 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:59:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5999, loss: 2.5999 +2025-05-29 07:44:55,505 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:58:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.5249, loss: 2.5249 +2025-05-29 07:45:38,129 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:58:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.5860, loss: 2.5860 +2025-05-29 07:46:21,039 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:57:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5124, loss: 2.5124 +2025-05-29 07:47:03,880 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:56:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5281, loss: 2.5281 +2025-05-29 07:47:46,376 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:55:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.5368, loss: 2.5368 +2025-05-29 07:48:28,818 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:55:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6524, loss: 2.6524 +2025-05-29 07:49:11,730 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:54:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5584, loss: 2.5584 +2025-05-29 07:49:54,568 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:53:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5847, loss: 2.5847 +2025-05-29 07:50:37,245 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.5157, loss: 2.5157 +2025-05-29 07:51:20,087 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:52:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9912, loss_cls: 2.5542, loss: 2.5542 +2025-05-29 07:52:02,918 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:51:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4653, loss: 2.4653 +2025-05-29 07:52:45,817 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:50:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.4960, loss: 2.4960 +2025-05-29 07:53:28,730 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:49:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5728, loss: 2.5728 +2025-05-29 07:54:11,658 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:49:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5620, loss: 2.5620 +2025-05-29 07:54:54,751 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:48:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 2.4880, loss: 2.4880 +2025-05-29 07:55:37,803 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:47:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.5481, loss: 2.5481 +2025-05-29 07:56:20,642 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:46:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.5836, loss: 2.5836 +2025-05-29 07:57:03,598 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:46:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5592, loss: 2.5592 +2025-05-29 07:57:46,437 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:45:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.6162, loss: 2.6162 +2025-05-29 07:58:29,314 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:44:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5898, loss: 2.5898 +2025-05-29 07:59:12,193 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:43:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4744, loss: 2.4744 +2025-05-29 07:59:15,248 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-29 08:00:31,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:00:31,576 - pyskl - INFO - +top1_acc 0.8572 +top5_acc 0.9802 +2025-05-29 08:00:31,579 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8572, top5_acc: 0.9802 +2025-05-29 08:01:35,161 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:43:29, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5814, loss: 2.5814 +2025-05-29 08:02:17,960 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:42:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4841, loss: 2.4841 +2025-05-29 08:03:00,741 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:41:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3646, loss: 2.3646 +2025-05-29 08:03:43,642 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:41:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.4718, loss: 2.4718 +2025-05-29 08:04:26,499 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:40:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.4644, loss: 2.4644 +2025-05-29 08:05:09,423 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:39:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.5379, loss: 2.5379 +2025-05-29 08:05:52,322 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4700, loss: 2.4700 +2025-05-29 08:06:35,131 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:38:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.5711, loss: 2.5711 +2025-05-29 08:07:17,958 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:37:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6245, loss: 2.6245 +2025-05-29 08:08:00,873 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5439, loss: 2.5439 +2025-05-29 08:08:43,863 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:36:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5744, loss: 2.5744 +2025-05-29 08:09:26,756 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:35:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5862, loss: 2.5862 +2025-05-29 08:10:09,729 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:34:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9812, loss_cls: 2.5543, loss: 2.5543 +2025-05-29 08:10:52,691 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:33:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.5635, loss: 2.5635 +2025-05-29 08:11:35,699 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:33:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5444, loss: 2.5444 +2025-05-29 08:12:18,518 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:32:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.5501, loss: 2.5501 +2025-05-29 08:13:01,362 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:31:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9931, loss_cls: 2.4765, loss: 2.4765 +2025-05-29 08:13:44,259 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:30:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.6770, loss: 2.6770 +2025-05-29 08:14:27,156 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:30:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4628, loss: 2.4628 +2025-05-29 08:15:10,070 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:29:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9812, loss_cls: 2.5524, loss: 2.5524 +2025-05-29 08:15:53,195 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:28:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6231, loss: 2.6231 +2025-05-29 08:16:36,270 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:27:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4859, loss: 2.4859 +2025-05-29 08:17:19,162 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:27:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.5294, loss: 2.5294 +2025-05-29 08:18:02,003 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:26:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5779, loss: 2.5779 +2025-05-29 08:18:44,766 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:25:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.5092, loss: 2.5092 +2025-05-29 08:18:47,754 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-29 08:20:03,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:20:03,961 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9773 +2025-05-29 08:20:03,963 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8526, top5_acc: 0.9773 +2025-05-29 08:21:08,224 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:25:15, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.5028, loss: 2.5028 +2025-05-29 08:21:50,986 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:24:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.4730, loss: 2.4730 +2025-05-29 08:22:33,829 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:23:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4936, loss: 2.4936 +2025-05-29 08:23:16,689 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:23:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.4826, loss: 2.4826 +2025-05-29 08:23:59,495 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:22:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5057, loss: 2.5057 +2025-05-29 08:24:42,345 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:21:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4886, loss: 2.4886 +2025-05-29 08:25:25,176 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:20:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.4901, loss: 2.4901 +2025-05-29 08:26:08,000 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:20:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.4931, loss: 2.4931 +2025-05-29 08:26:50,839 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:19:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.4053, loss: 2.4053 +2025-05-29 08:27:33,697 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:18:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.4760, loss: 2.4760 +2025-05-29 08:28:16,576 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:17:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5820, loss: 2.5820 +2025-05-29 08:28:59,503 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:17:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.5361, loss: 2.5361 +2025-05-29 08:29:42,360 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:16:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.5057, loss: 2.5057 +2025-05-29 08:30:25,273 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:15:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.4361, loss: 2.4361 +2025-05-29 08:31:08,097 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:14:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.4863, loss: 2.4863 +2025-05-29 08:31:50,883 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:14:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.5803, loss: 2.5803 +2025-05-29 08:32:33,685 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:13:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6961, loss: 2.6961 +2025-05-29 08:33:16,494 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:12:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6846, loss: 2.6846 +2025-05-29 08:33:59,451 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:11:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5844, loss: 2.5844 +2025-05-29 08:34:42,338 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:11:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.4620, loss: 2.4620 +2025-05-29 08:35:25,161 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:10:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.5735, loss: 2.5735 +2025-05-29 08:36:08,022 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:09:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6552, loss: 2.6552 +2025-05-29 08:36:50,924 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:08:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.4997, loss: 2.4997 +2025-05-29 08:37:33,834 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:08:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.6027, loss: 2.6027 +2025-05-29 08:38:16,838 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:07:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4790, loss: 2.4790 +2025-05-29 08:38:19,873 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-29 08:39:36,066 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:39:36,133 - pyskl - INFO - +top1_acc 0.8459 +top5_acc 0.9760 +2025-05-29 08:39:36,136 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8459, top5_acc: 0.9760 +2025-05-29 08:40:39,817 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:06:59, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.3459, loss: 2.3459 +2025-05-29 08:41:22,582 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:06:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.5033, loss: 2.5033 +2025-05-29 08:42:05,252 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:05:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4071, loss: 2.4071 +2025-05-29 08:42:48,040 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:04:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 2.4938, loss: 2.4938 +2025-05-29 08:43:31,043 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 2:04:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5280, loss: 2.5280 +2025-05-29 08:44:13,949 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 2:03:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4890, loss: 2.4890 +2025-05-29 08:44:56,699 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 2:02:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4544, loss: 2.4544 +2025-05-29 08:45:39,410 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 2:01:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5432, loss: 2.5432 +2025-05-29 08:46:22,038 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 2:01:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.5966, loss: 2.5966 +2025-05-29 08:47:04,722 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 2:00:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6119, loss: 2.6119 +2025-05-29 08:47:47,599 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4870, loss: 2.4870 +2025-05-29 08:48:30,421 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:58:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.6521, loss: 2.6521 +2025-05-29 08:49:13,297 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:58:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.4549, loss: 2.4549 +2025-05-29 08:49:56,135 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:57:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.5712, loss: 2.5712 +2025-05-29 08:50:39,291 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:56:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.4838, loss: 2.4838 +2025-05-29 08:51:22,111 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:55:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.4629, loss: 2.4629 +2025-05-29 08:52:04,975 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:55:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.5843, loss: 2.5843 +2025-05-29 08:52:47,718 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:54:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5718, loss: 2.5718 +2025-05-29 08:53:30,626 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:53:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.5269, loss: 2.5269 +2025-05-29 08:54:13,573 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:52:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.4878, loss: 2.4878 +2025-05-29 08:54:56,537 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:52:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.4914, loss: 2.4914 +2025-05-29 08:55:39,551 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:51:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5472, loss: 2.5472 +2025-05-29 08:56:22,487 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:50:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.5383, loss: 2.5383 +2025-05-29 08:57:05,390 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:49:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.5450, loss: 2.5450 +2025-05-29 08:57:48,324 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:49:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.5406, loss: 2.5406 +2025-05-29 08:57:51,396 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-29 09:06:48,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:06:48,618 - pyskl - INFO - +top1_acc 0.8385 +top5_acc 0.9781 +2025-05-29 09:06:48,620 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8385, top5_acc: 0.9781 +2025-05-29 09:07:52,374 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:48:43, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.5310, loss: 2.5310 +2025-05-29 09:08:35,102 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:47:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.4923, loss: 2.4923 +2025-05-29 09:09:18,009 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:47:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4661, loss: 2.4661 +2025-05-29 09:10:00,902 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:46:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5490, loss: 2.5490 +2025-05-29 09:10:43,815 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:45:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4592, loss: 2.4592 +2025-05-29 09:11:26,761 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:45:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5864, loss: 2.5864 +2025-05-29 09:12:09,697 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:44:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.6127, loss: 2.6127 +2025-05-29 09:12:52,474 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:43:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4233, loss: 2.4233 +2025-05-29 09:13:35,333 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:42:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.5147, loss: 2.5147 +2025-05-29 09:14:18,091 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:42:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4837, loss: 2.4837 +2025-05-29 09:15:00,861 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:41:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4927, loss: 2.4927 +2025-05-29 09:15:43,569 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:40:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.5417, loss: 2.5417 +2025-05-29 09:16:26,337 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:39:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5247, loss: 2.5247 +2025-05-29 09:17:09,198 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:39:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4612, loss: 2.4612 +2025-05-29 09:17:51,937 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.5931, loss: 2.5931 +2025-05-29 09:18:34,790 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:37:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.5293, loss: 2.5293 +2025-05-29 09:19:17,628 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:36:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5539, loss: 2.5539 +2025-05-29 09:20:00,490 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:36:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.4954, loss: 2.4954 +2025-05-29 09:20:43,296 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:35:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4804, loss: 2.4804 +2025-05-29 09:21:26,298 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:34:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4489, loss: 2.4489 +2025-05-29 09:22:09,402 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:33:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.6686, loss: 2.6686 +2025-05-29 09:22:52,387 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:33:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.4279, loss: 2.4279 +2025-05-29 09:23:35,386 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:32:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4254, loss: 2.4254 +2025-05-29 09:24:18,435 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:31:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5766, loss: 2.5766 +2025-05-29 09:25:01,399 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:30:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4386, loss: 2.4386 +2025-05-29 09:25:04,448 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-29 09:26:20,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:26:20,541 - pyskl - INFO - +top1_acc 0.8454 +top5_acc 0.9797 +2025-05-29 09:26:20,544 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8454, top5_acc: 0.9797 +2025-05-29 09:27:24,487 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:30:29, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.4843, loss: 2.4843 +2025-05-29 09:28:07,321 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4365, loss: 2.4365 +2025-05-29 09:28:50,311 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:29:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4179, loss: 2.4179 +2025-05-29 09:29:33,100 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:28:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4929, loss: 2.4929 +2025-05-29 09:30:16,002 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:27:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4923, loss: 2.4923 +2025-05-29 09:30:58,858 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:26:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5126, loss: 2.5126 +2025-05-29 09:31:41,677 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:26:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4570, loss: 2.4570 +2025-05-29 09:32:24,468 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:25:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5257, loss: 2.5257 +2025-05-29 09:33:07,254 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:24:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.5252, loss: 2.5252 +2025-05-29 09:33:49,987 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:23:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 2.5356, loss: 2.5356 +2025-05-29 09:34:32,750 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:23:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.5455, loss: 2.5455 +2025-05-29 09:35:15,478 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:22:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4949, loss: 2.4949 +2025-05-29 09:35:58,221 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:21:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.4692, loss: 2.4692 +2025-05-29 09:36:40,959 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:20:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4736, loss: 2.4736 +2025-05-29 09:37:23,655 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:20:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.4507, loss: 2.4507 +2025-05-29 09:38:06,376 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:19:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.5038, loss: 2.5038 +2025-05-29 09:38:49,111 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:18:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.4701, loss: 2.4701 +2025-05-29 09:39:31,839 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:17:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5595, loss: 2.5595 +2025-05-29 09:40:14,585 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:17:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5904, loss: 2.5904 +2025-05-29 09:40:57,582 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:16:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5062, loss: 2.5062 +2025-05-29 09:41:40,559 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:15:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.5265, loss: 2.5265 +2025-05-29 09:42:23,460 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:14:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5665, loss: 2.5665 +2025-05-29 09:43:06,361 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:14:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.5352, loss: 2.5352 +2025-05-29 09:43:49,186 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:13:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4575, loss: 2.4575 +2025-05-29 09:44:31,967 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:12:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6290, loss: 2.6290 +2025-05-29 09:44:34,954 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-29 09:45:51,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:45:51,356 - pyskl - INFO - +top1_acc 0.8485 +top5_acc 0.9803 +2025-05-29 09:45:51,358 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8485, top5_acc: 0.9803 +2025-05-29 09:46:55,361 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:12:12, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4454, loss: 2.4454 +2025-05-29 09:47:38,188 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:11:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4034, loss: 2.4034 +2025-05-29 09:48:21,016 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:10:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.4061, loss: 2.4061 +2025-05-29 09:49:03,869 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:09:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4709, loss: 2.4709 +2025-05-29 09:49:46,718 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:09:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.4866, loss: 2.4866 +2025-05-29 09:50:29,614 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:08:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.4018, loss: 2.4018 +2025-05-29 09:51:12,470 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:07:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9938, loss_cls: 2.5326, loss: 2.5326 +2025-05-29 09:51:55,290 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.5473, loss: 2.5473 +2025-05-29 09:52:38,115 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:06:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.4244, loss: 2.4244 +2025-05-29 09:53:20,874 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:05:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4484, loss: 2.4484 +2025-05-29 09:54:03,738 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:04:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.4232, loss: 2.4232 +2025-05-29 09:54:46,578 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 1:04:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5154, loss: 2.5154 +2025-05-29 09:55:29,467 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 1:03:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.5739, loss: 2.5739 +2025-05-29 09:56:12,336 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 1:02:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5285, loss: 2.5285 +2025-05-29 09:56:55,144 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 1:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4003, loss: 2.4003 +2025-05-29 09:57:37,989 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 1:01:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.5779, loss: 2.5779 +2025-05-29 09:58:20,937 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 1:00:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.4816, loss: 2.4816 +2025-05-29 09:59:03,851 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:59:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4749, loss: 2.4749 +2025-05-29 09:59:46,842 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:58:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3366, loss: 2.3366 +2025-05-29 10:00:29,789 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:58:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.4759, loss: 2.4759 +2025-05-29 10:01:12,902 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:57:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.5199, loss: 2.5199 +2025-05-29 10:01:55,887 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:56:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4546, loss: 2.4546 +2025-05-29 10:02:38,767 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:55:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4238, loss: 2.4238 +2025-05-29 10:03:21,674 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:55:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4682, loss: 2.4682 +2025-05-29 10:04:04,725 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:54:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.4949, loss: 2.4949 +2025-05-29 10:04:07,748 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-29 10:05:24,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:05:24,156 - pyskl - INFO - +top1_acc 0.8406 +top5_acc 0.9792 +2025-05-29 10:05:24,159 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8406, top5_acc: 0.9792 +2025-05-29 10:06:28,214 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:53:58, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.4494, loss: 2.4494 +2025-05-29 10:07:10,683 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:53:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4722, loss: 2.4722 +2025-05-29 10:07:53,437 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:52:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.4656, loss: 2.4656 +2025-05-29 10:08:36,168 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:51:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.4269, loss: 2.4269 +2025-05-29 10:09:18,898 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:50:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3935, loss: 2.3935 +2025-05-29 10:10:01,624 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:50:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4172, loss: 2.4172 +2025-05-29 10:10:44,402 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:49:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3183, loss: 2.3183 +2025-05-29 10:11:27,154 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:48:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.4093, loss: 2.4093 +2025-05-29 10:12:09,848 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.5022, loss: 2.5022 +2025-05-29 10:12:52,566 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:47:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4241, loss: 2.4241 +2025-05-29 10:13:35,246 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:46:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4750, loss: 2.4750 +2025-05-29 10:14:18,103 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:45:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 2.3908, loss: 2.3908 +2025-05-29 10:15:00,901 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:45:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.4569, loss: 2.4569 +2025-05-29 10:15:43,741 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:44:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.4703, loss: 2.4703 +2025-05-29 10:16:26,566 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:43:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.3198, loss: 2.3198 +2025-05-29 10:17:09,381 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:42:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.4531, loss: 2.4531 +2025-05-29 10:17:52,243 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:42:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4260, loss: 2.4260 +2025-05-29 10:18:35,406 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:41:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9831, loss_cls: 2.4885, loss: 2.4885 +2025-05-29 10:19:18,579 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:40:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5679, loss: 2.5679 +2025-05-29 10:20:01,598 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:39:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.4483, loss: 2.4483 +2025-05-29 10:20:44,538 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:39:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.4338, loss: 2.4338 +2025-05-29 10:21:27,391 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:38:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.5180, loss: 2.5180 +2025-05-29 10:22:10,174 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:37:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4852, loss: 2.4852 +2025-05-29 10:22:53,001 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:36:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5033, loss: 2.5033 +2025-05-29 10:23:35,706 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:36:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5343, loss: 2.5343 +2025-05-29 10:23:38,698 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-29 10:24:55,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:24:55,337 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9814 +2025-05-29 10:24:55,414 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_52.pth was removed +2025-05-29 10:24:56,466 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-05-29 10:24:56,467 - pyskl - INFO - Best top1_acc is 0.8681 at 69 epoch. +2025-05-29 10:24:56,469 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8681, top5_acc: 0.9814 +2025-05-29 10:26:00,562 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:35:42, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.4382, loss: 2.4382 +2025-05-29 10:26:43,431 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:34:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.3973, loss: 2.3973 +2025-05-29 10:27:26,297 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:34:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3197, loss: 2.3197 +2025-05-29 10:28:09,103 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:33:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.4300, loss: 2.4300 +2025-05-29 10:28:51,896 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:32:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.4369, loss: 2.4369 +2025-05-29 10:29:34,748 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:31:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4151, loss: 2.4151 +2025-05-29 10:30:17,627 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:31:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4406, loss: 2.4406 +2025-05-29 10:31:00,500 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3889, loss: 2.3889 +2025-05-29 10:31:43,472 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:29:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5022, loss: 2.5022 +2025-05-29 10:32:26,302 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:29:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3897, loss: 2.3897 +2025-05-29 10:33:09,111 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:28:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.4855, loss: 2.4855 +2025-05-29 10:33:52,029 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:27:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.4228, loss: 2.4228 +2025-05-29 10:34:34,823 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:26:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.4783, loss: 2.4783 +2025-05-29 10:35:17,702 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:26:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5811, loss: 2.5811 +2025-05-29 10:36:00,556 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:25:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4208, loss: 2.4208 +2025-05-29 10:36:43,424 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:24:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.4704, loss: 2.4704 +2025-05-29 10:37:26,229 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:23:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5014, loss: 2.5014 +2025-05-29 10:38:09,125 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:23:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.3517, loss: 2.3517 +2025-05-29 10:38:52,406 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:22:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.4338, loss: 2.4338 +2025-05-29 10:39:35,542 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:21:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.6525, loss: 2.6525 +2025-05-29 10:40:18,783 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:20:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.4721, loss: 2.4721 +2025-05-29 10:41:02,195 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:20:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4815, loss: 2.4815 +2025-05-29 10:41:45,367 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:19:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4687, loss: 2.4687 +2025-05-29 10:42:28,330 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:18:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4417, loss: 2.4417 +2025-05-29 10:43:11,125 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:17:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9944, loss_cls: 2.4319, loss: 2.4319 +2025-05-29 10:43:14,156 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-29 10:51:39,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:51:39,601 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9762 +2025-05-29 10:51:39,604 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8411, top5_acc: 0.9762 +2025-05-29 10:52:43,685 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:17:29, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3522, loss: 2.3522 +2025-05-29 10:53:26,618 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:16:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3291, loss: 2.3291 +2025-05-29 10:54:09,411 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:16:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.3972, loss: 2.3972 +2025-05-29 10:54:52,228 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3410, loss: 2.3410 +2025-05-29 10:55:34,975 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:14:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.4706, loss: 2.4706 +2025-05-29 10:56:17,683 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:13:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4606, loss: 2.4606 +2025-05-29 10:57:00,414 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:13:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3501, loss: 2.3501 +2025-05-29 10:57:43,185 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:12:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4411, loss: 2.4411 +2025-05-29 10:58:26,083 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:11:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4047, loss: 2.4047 +2025-05-29 10:59:09,163 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:10:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.3964, loss: 2.3964 +2025-05-29 10:59:52,026 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:10:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.4537, loss: 2.4537 +2025-05-29 11:00:34,796 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:09:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3874, loss: 2.3874 +2025-05-29 11:01:17,597 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:08:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4110, loss: 2.4110 +2025-05-29 11:02:00,282 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:07:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3648, loss: 2.3648 +2025-05-29 11:02:42,934 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:07:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.4805, loss: 2.4805 +2025-05-29 11:03:25,518 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:06:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.3702, loss: 2.3702 +2025-05-29 11:04:08,165 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:05:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.5489, loss: 2.5489 +2025-05-29 11:04:50,821 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:04:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4549, loss: 2.4549 +2025-05-29 11:05:33,474 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:04:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3380, loss: 2.3380 +2025-05-29 11:06:16,139 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 1 day, 0:03:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.4798, loss: 2.4798 +2025-05-29 11:06:58,795 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 1 day, 0:02:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.3675, loss: 2.3675 +2025-05-29 11:07:41,812 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 1 day, 0:01:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5004, loss: 2.5004 +2025-05-29 11:08:24,774 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 1 day, 0:01:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5581, loss: 2.5581 +2025-05-29 11:09:07,629 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 1 day, 0:00:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.4451, loss: 2.4451 +2025-05-29 11:09:50,381 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:59:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5921, loss: 2.5921 +2025-05-29 11:09:53,374 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-29 11:11:09,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:11:09,702 - pyskl - INFO - +top1_acc 0.8346 +top5_acc 0.9751 +2025-05-29 11:11:09,704 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8346, top5_acc: 0.9751 +2025-05-29 11:12:13,660 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:59:12, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.3911, loss: 2.3911 +2025-05-29 11:12:56,519 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:58:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.2754, loss: 2.2754 +2025-05-29 11:13:39,367 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:57:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.2874, loss: 2.2874 +2025-05-29 11:14:22,197 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:56:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4677, loss: 2.4677 +2025-05-29 11:15:05,133 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:56:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3761, loss: 2.3761 +2025-05-29 11:15:47,993 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:55:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3569, loss: 2.3569 +2025-05-29 11:16:30,949 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.3260, loss: 2.3260 +2025-05-29 11:17:13,822 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:54:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4714, loss: 2.4714 +2025-05-29 11:17:56,645 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:53:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4568, loss: 2.4568 +2025-05-29 11:18:39,598 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:52:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.3112, loss: 2.3112 +2025-05-29 11:19:22,919 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:51:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.4628, loss: 2.4628 +2025-05-29 11:20:06,005 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:51:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.5141, loss: 2.5141 +2025-05-29 11:20:48,815 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:50:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5204, loss: 2.5204 +2025-05-29 11:21:31,538 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:49:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4459, loss: 2.4459 +2025-05-29 11:22:14,466 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:48:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4494, loss: 2.4494 +2025-05-29 11:22:57,289 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:48:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3426, loss: 2.3426 +2025-05-29 11:23:40,093 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:47:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.3838, loss: 2.3838 +2025-05-29 11:24:22,950 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:46:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3224, loss: 2.3224 +2025-05-29 11:25:05,743 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:45:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4684, loss: 2.4684 +2025-05-29 11:25:48,540 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:45:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5777, loss: 2.5777 +2025-05-29 11:26:31,337 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:44:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.5194, loss: 2.5194 +2025-05-29 11:27:14,221 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:43:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.4345, loss: 2.4345 +2025-05-29 11:27:57,078 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:42:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.4480, loss: 2.4480 +2025-05-29 11:28:39,986 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:42:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3774, loss: 2.3774 +2025-05-29 11:29:22,911 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:41:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.5654, loss: 2.5654 +2025-05-29 11:29:25,932 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-29 11:30:42,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:30:42,378 - pyskl - INFO - +top1_acc 0.8585 +top5_acc 0.9810 +2025-05-29 11:30:42,381 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8585, top5_acc: 0.9810 +2025-05-29 11:31:46,861 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:40:59, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.4243, loss: 2.4243 +2025-05-29 11:32:29,757 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:40:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.3243, loss: 2.3243 +2025-05-29 11:33:12,586 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:39:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.3864, loss: 2.3864 +2025-05-29 11:33:55,368 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3273, loss: 2.3273 +2025-05-29 11:34:38,182 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:38:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.3011, loss: 2.3011 +2025-05-29 11:35:20,986 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:37:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.4142, loss: 2.4142 +2025-05-29 11:36:03,814 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:36:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.3413, loss: 2.3413 +2025-05-29 11:36:46,570 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:35:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.3077, loss: 2.3077 +2025-05-29 11:37:29,325 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:35:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.4216, loss: 2.4216 +2025-05-29 11:38:12,118 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:34:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4399, loss: 2.4399 +2025-05-29 11:38:54,977 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:33:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.4427, loss: 2.4427 +2025-05-29 11:39:37,759 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:32:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.3715, loss: 2.3715 +2025-05-29 11:40:20,425 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:32:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.4265, loss: 2.4265 +2025-05-29 11:41:03,139 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:31:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.3925, loss: 2.3925 +2025-05-29 11:41:45,794 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:30:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 2.4545, loss: 2.4545 +2025-05-29 11:42:28,484 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:29:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3639, loss: 2.3639 +2025-05-29 11:43:11,158 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:29:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.4378, loss: 2.4378 +2025-05-29 11:43:53,885 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.4286, loss: 2.4286 +2025-05-29 11:44:36,534 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:27:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4010, loss: 2.4010 +2025-05-29 11:45:19,262 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:26:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5420, loss: 2.5420 +2025-05-29 11:46:02,029 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:26:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.3101, loss: 2.3101 +2025-05-29 11:46:44,743 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:25:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.4724, loss: 2.4724 +2025-05-29 11:47:27,711 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.4644, loss: 2.4644 +2025-05-29 11:48:10,542 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:23:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4397, loss: 2.4397 +2025-05-29 11:48:53,556 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:23:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.3533, loss: 2.3533 +2025-05-29 11:48:56,629 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-29 11:50:12,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:50:13,000 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9766 +2025-05-29 11:50:13,002 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8590, top5_acc: 0.9766 +2025-05-29 11:51:16,520 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:22:42, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.2931, loss: 2.2931 +2025-05-29 11:51:59,254 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:21:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.2528, loss: 2.2528 +2025-05-29 11:52:42,105 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:21:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3422, loss: 2.3422 +2025-05-29 11:53:24,934 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:20:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.3244, loss: 2.3244 +2025-05-29 11:54:07,682 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:19:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3392, loss: 2.3392 +2025-05-29 11:54:50,420 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:18:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.3192, loss: 2.3192 +2025-05-29 11:55:33,170 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:18:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.3001, loss: 2.3001 +2025-05-29 11:56:15,898 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:17:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3896, loss: 2.3896 +2025-05-29 11:56:58,782 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:16:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.3544, loss: 2.3544 +2025-05-29 11:57:41,614 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:16:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.3501, loss: 2.3501 +2025-05-29 11:58:24,423 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9869, loss_cls: 2.4021, loss: 2.4021 +2025-05-29 11:59:07,237 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:14:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4577, loss: 2.4577 +2025-05-29 11:59:50,104 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:13:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4378, loss: 2.4378 +2025-05-29 12:00:32,974 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:13:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.4342, loss: 2.4342 +2025-05-29 12:01:15,750 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:12:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4259, loss: 2.4259 +2025-05-29 12:01:58,582 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:11:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3959, loss: 2.3959 +2025-05-29 12:02:41,397 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:10:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.3925, loss: 2.3925 +2025-05-29 12:03:24,231 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:10:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3759, loss: 2.3759 +2025-05-29 12:04:06,994 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:09:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3344, loss: 2.3344 +2025-05-29 12:04:49,730 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:08:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.4799, loss: 2.4799 +2025-05-29 12:05:32,482 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:07:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4650, loss: 2.4650 +2025-05-29 12:06:15,302 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:07:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5205, loss: 2.5205 +2025-05-29 12:06:58,267 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:06:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4913, loss: 2.4913 +2025-05-29 12:07:41,429 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:05:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.4272, loss: 2.4272 +2025-05-29 12:08:24,300 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:04:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9838, loss_cls: 2.4106, loss: 2.4106 +2025-05-29 12:08:27,374 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-29 12:09:43,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:09:43,959 - pyskl - INFO - +top1_acc 0.8586 +top5_acc 0.9792 +2025-05-29 12:09:43,962 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8586, top5_acc: 0.9792 +2025-05-29 12:10:47,769 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:04:26, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2732, loss: 2.2732 +2025-05-29 12:11:30,679 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 23:03:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.3048, loss: 2.3048 +2025-05-29 12:12:13,548 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 23:02:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4441, loss: 2.4441 +2025-05-29 12:12:56,433 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 23:02:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3038, loss: 2.3038 +2025-05-29 12:13:39,300 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 23:01:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2822, loss: 2.2822 +2025-05-29 12:14:22,151 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 23:00:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4761, loss: 2.4761 +2025-05-29 12:15:04,997 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.3501, loss: 2.3501 +2025-05-29 12:15:47,730 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:59:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 2.2945, loss: 2.2945 +2025-05-29 12:16:30,647 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:58:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3236, loss: 2.3236 +2025-05-29 12:17:13,467 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:57:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.4222, loss: 2.4222 +2025-05-29 12:17:56,545 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:57:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.4402, loss: 2.4402 +2025-05-29 12:18:39,388 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:56:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.3287, loss: 2.3287 +2025-05-29 12:19:22,228 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:55:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.5092, loss: 2.5092 +2025-05-29 12:20:05,117 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:54:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3615, loss: 2.3615 +2025-05-29 12:20:47,940 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:54:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.3917, loss: 2.3917 +2025-05-29 12:21:30,854 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:53:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3188, loss: 2.3188 +2025-05-29 12:22:13,742 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:52:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3644, loss: 2.3644 +2025-05-29 12:22:56,579 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:51:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.4085, loss: 2.4085 +2025-05-29 12:23:39,391 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.3550, loss: 2.3550 +2025-05-29 12:24:22,174 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:50:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4047, loss: 2.4047 +2025-05-29 12:25:04,980 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:49:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3446, loss: 2.3446 +2025-05-29 12:25:47,850 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:48:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4486, loss: 2.4486 +2025-05-29 12:26:30,714 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:48:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2967, loss: 2.2967 +2025-05-29 12:27:13,686 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:47:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4627, loss: 2.4627 +2025-05-29 12:27:56,613 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:46:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.3499, loss: 2.3499 +2025-05-29 12:27:59,643 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-29 12:37:02,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:37:02,304 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9806 +2025-05-29 12:37:02,357 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_69.pth was removed +2025-05-29 12:37:03,339 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-05-29 12:37:03,340 - pyskl - INFO - Best top1_acc is 0.8786 at 75 epoch. +2025-05-29 12:37:03,342 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8786, top5_acc: 0.9806 +2025-05-29 12:38:07,115 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:46:12, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1677, loss: 2.1677 +2025-05-29 12:38:49,766 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1990, loss: 2.1990 +2025-05-29 12:39:32,546 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:44:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.2710, loss: 2.2710 +2025-05-29 12:40:15,385 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:43:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.2701, loss: 2.2701 +2025-05-29 12:40:57,998 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:43:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3603, loss: 2.3603 +2025-05-29 12:41:40,761 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:42:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.3082, loss: 2.3082 +2025-05-29 12:42:23,504 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:41:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.3668, loss: 2.3668 +2025-05-29 12:43:06,248 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:41:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.2948, loss: 2.2948 +2025-05-29 12:43:49,106 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:40:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.4424, loss: 2.4424 +2025-05-29 12:44:31,912 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:39:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3970, loss: 2.3970 +2025-05-29 12:45:14,793 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.4763, loss: 2.4763 +2025-05-29 12:45:57,602 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:38:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3867, loss: 2.3867 +2025-05-29 12:46:40,634 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:37:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.3186, loss: 2.3186 +2025-05-29 12:47:23,377 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:36:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2912, loss: 2.2912 +2025-05-29 12:48:05,763 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:35:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4792, loss: 2.4792 +2025-05-29 12:48:48,462 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:35:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.4210, loss: 2.4210 +2025-05-29 12:49:31,254 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:34:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 2.3022, loss: 2.3022 +2025-05-29 12:50:13,910 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:33:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.3685, loss: 2.3685 +2025-05-29 12:50:56,530 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:32:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.2495, loss: 2.2495 +2025-05-29 12:51:39,241 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:32:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.3982, loss: 2.3982 +2025-05-29 12:52:21,986 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.4045, loss: 2.4045 +2025-05-29 12:53:04,741 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:30:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.4499, loss: 2.4499 +2025-05-29 12:53:47,526 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:29:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3265, loss: 2.3265 +2025-05-29 12:54:30,239 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:29:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.3171, loss: 2.3171 +2025-05-29 12:55:13,178 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:28:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4322, loss: 2.4322 +2025-05-29 12:55:16,220 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-29 12:56:32,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:56:32,464 - pyskl - INFO - +top1_acc 0.8434 +top5_acc 0.9757 +2025-05-29 12:56:32,466 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8434, top5_acc: 0.9757 +2025-05-29 12:57:36,606 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:27:55, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2663, loss: 2.2663 +2025-05-29 12:58:19,474 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:27:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.3104, loss: 2.3104 +2025-05-29 12:59:02,393 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:26:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2044, loss: 2.2044 +2025-05-29 12:59:45,310 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:25:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3485, loss: 2.3485 +2025-05-29 13:00:28,219 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:24:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3449, loss: 2.3449 +2025-05-29 13:01:11,127 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:24:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3205, loss: 2.3205 +2025-05-29 13:01:54,034 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:23:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.3191, loss: 2.3191 +2025-05-29 13:02:37,022 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:22:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3158, loss: 2.3158 +2025-05-29 13:03:19,990 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:22:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.2544, loss: 2.2544 +2025-05-29 13:04:02,778 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:21:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2890, loss: 2.2890 +2025-05-29 13:04:45,501 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.4149, loss: 2.4149 +2025-05-29 13:05:28,299 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:19:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.2984, loss: 2.2984 +2025-05-29 13:06:11,088 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:19:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3599, loss: 2.3599 +2025-05-29 13:06:53,963 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:18:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.3642, loss: 2.3642 +2025-05-29 13:07:36,811 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:17:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3232, loss: 2.3232 +2025-05-29 13:08:19,707 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:16:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.3427, loss: 2.3427 +2025-05-29 13:09:02,933 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:16:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.3643, loss: 2.3643 +2025-05-29 13:09:45,935 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:15:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.3324, loss: 2.3324 +2025-05-29 13:10:28,782 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:14:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.3813, loss: 2.3813 +2025-05-29 13:11:11,610 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:13:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2511, loss: 2.2511 +2025-05-29 13:11:54,538 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:13:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2897, loss: 2.2897 +2025-05-29 13:12:37,336 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:12:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2176, loss: 2.2176 +2025-05-29 13:13:20,198 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:11:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.3268, loss: 2.3268 +2025-05-29 13:14:03,053 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:10:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.3977, loss: 2.3977 +2025-05-29 13:14:46,029 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:10:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.4278, loss: 2.4278 +2025-05-29 13:14:49,089 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-29 13:16:05,014 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:16:05,081 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9792 +2025-05-29 13:16:05,083 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8463, top5_acc: 0.9792 +2025-05-29 13:17:09,377 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:09:41, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2328, loss: 2.2328 +2025-05-29 13:17:52,386 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:08:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.2691, loss: 2.2691 +2025-05-29 13:18:35,327 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:08:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.2190, loss: 2.2190 +2025-05-29 13:19:18,294 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:07:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.3158, loss: 2.3158 +2025-05-29 13:20:01,218 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:06:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.3291, loss: 2.3291 +2025-05-29 13:20:44,154 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.4311, loss: 2.4311 +2025-05-29 13:21:27,090 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:05:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.3066, loss: 2.3066 +2025-05-29 13:22:09,994 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:04:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2888, loss: 2.2888 +2025-05-29 13:22:52,923 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:03:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.2475, loss: 2.2475 +2025-05-29 13:23:35,746 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 22:03:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3926, loss: 2.3926 +2025-05-29 13:24:18,587 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 22:02:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.2932, loss: 2.2932 +2025-05-29 13:25:01,539 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 22:01:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.3649, loss: 2.3649 +2025-05-29 13:25:44,566 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 22:00:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.2386, loss: 2.2386 +2025-05-29 13:26:27,482 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 22:00:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.3349, loss: 2.3349 +2025-05-29 13:27:10,358 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:59:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.3599, loss: 2.3599 +2025-05-29 13:27:53,174 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:58:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3927, loss: 2.3927 +2025-05-29 13:28:36,004 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:57:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.3431, loss: 2.3431 +2025-05-29 13:29:18,989 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:57:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.3818, loss: 2.3818 +2025-05-29 13:30:01,852 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:56:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.3481, loss: 2.3481 +2025-05-29 13:30:44,667 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:55:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.3779, loss: 2.3779 +2025-05-29 13:31:27,542 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:54:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3344, loss: 2.3344 +2025-05-29 13:32:10,532 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:54:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3889, loss: 2.3889 +2025-05-29 13:32:53,519 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:53:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3131, loss: 2.3131 +2025-05-29 13:33:36,533 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:52:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.3305, loss: 2.3305 +2025-05-29 13:34:19,453 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:51:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3737, loss: 2.3737 +2025-05-29 13:34:22,522 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-29 13:35:38,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:35:38,811 - pyskl - INFO - +top1_acc 0.8719 +top5_acc 0.9819 +2025-05-29 13:35:38,813 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8719, top5_acc: 0.9819 +2025-05-29 13:36:43,417 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:51:29, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.2505, loss: 2.2505 +2025-05-29 13:37:26,406 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:50:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.3671, loss: 2.3671 +2025-05-29 13:38:09,754 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:50:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2912, loss: 2.2912 +2025-05-29 13:38:53,130 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:49:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3217, loss: 2.3217 +2025-05-29 13:39:36,186 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:48:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2745, loss: 2.2745 +2025-05-29 13:40:19,071 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:47:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.2696, loss: 2.2696 +2025-05-29 13:41:02,214 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:47:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3120, loss: 2.3120 +2025-05-29 13:41:45,132 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:46:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.2291, loss: 2.2291 +2025-05-29 13:42:28,175 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:45:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3552, loss: 2.3552 +2025-05-29 13:43:11,183 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:44:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2817, loss: 2.2817 +2025-05-29 13:43:53,946 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:44:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.2480, loss: 2.2480 +2025-05-29 13:44:36,798 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:43:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.2454, loss: 2.2454 +2025-05-29 13:45:19,674 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:42:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.3164, loss: 2.3164 +2025-05-29 13:46:02,494 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:41:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2935, loss: 2.2935 +2025-05-29 13:46:45,212 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:41:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.3790, loss: 2.3790 +2025-05-29 13:47:28,136 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:40:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.2979, loss: 2.2979 +2025-05-29 13:48:10,997 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:39:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3278, loss: 2.3278 +2025-05-29 13:48:53,899 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:38:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.4062, loss: 2.4062 +2025-05-29 13:49:36,757 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:38:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9875, loss_cls: 2.2008, loss: 2.2008 +2025-05-29 13:50:19,635 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:37:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.2843, loss: 2.2843 +2025-05-29 13:51:02,495 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:36:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3574, loss: 2.3574 +2025-05-29 13:51:45,374 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:36:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.3135, loss: 2.3135 +2025-05-29 13:52:28,260 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:35:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.2848, loss: 2.2848 +2025-05-29 13:53:11,089 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:34:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3275, loss: 2.3275 +2025-05-29 13:53:54,277 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:33:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3964, loss: 2.3964 +2025-05-29 13:53:57,339 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-29 13:55:13,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:55:13,675 - pyskl - INFO - +top1_acc 0.8343 +top5_acc 0.9780 +2025-05-29 13:55:13,678 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8343, top5_acc: 0.9780 +2025-05-29 13:56:17,493 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:33:16, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.2746, loss: 2.2746 +2025-05-29 13:57:00,410 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:32:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1776, loss: 2.1776 +2025-05-29 13:57:43,234 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:31:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2908, loss: 2.2908 +2025-05-29 13:58:26,225 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:31:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2935, loss: 2.2935 +2025-05-29 13:59:09,186 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:30:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2909, loss: 2.2909 +2025-05-29 13:59:52,073 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:29:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.3243, loss: 2.3243 +2025-05-29 14:00:34,929 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:28:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.2237, loss: 2.2237 +2025-05-29 14:01:17,774 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:28:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3195, loss: 2.3195 +2025-05-29 14:02:00,650 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:27:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 2.2432, loss: 2.2432 +2025-05-29 14:02:43,424 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:26:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2477, loss: 2.2477 +2025-05-29 14:03:26,267 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2703, loss: 2.2703 +2025-05-29 14:04:09,085 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:25:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.2998, loss: 2.2998 +2025-05-29 14:04:51,979 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:24:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.4048, loss: 2.4048 +2025-05-29 14:05:34,896 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:23:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2326, loss: 2.2326 +2025-05-29 14:06:17,714 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:22:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.3231, loss: 2.3231 +2025-05-29 14:07:00,546 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:22:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.3271, loss: 2.3271 +2025-05-29 14:07:43,363 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:21:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3000, loss: 2.3000 +2025-05-29 14:08:26,129 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:20:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3920, loss: 2.3920 +2025-05-29 14:09:08,963 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:19:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.3559, loss: 2.3559 +2025-05-29 14:09:51,786 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:19:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.3149, loss: 2.3149 +2025-05-29 14:10:34,598 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:18:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3220, loss: 2.3220 +2025-05-29 14:11:17,446 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:17:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.2729, loss: 2.2729 +2025-05-29 14:12:00,322 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:17:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.4073, loss: 2.4073 +2025-05-29 14:12:43,153 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:16:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 2.2943, loss: 2.2943 +2025-05-29 14:13:26,082 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:15:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3185, loss: 2.3185 +2025-05-29 14:13:29,130 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-29 14:22:22,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:22:22,517 - pyskl - INFO - +top1_acc 0.8520 +top5_acc 0.9798 +2025-05-29 14:22:22,520 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8520, top5_acc: 0.9798 +2025-05-29 14:23:26,358 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:15:02, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1407, loss: 2.1407 +2025-05-29 14:24:09,086 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:14:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3149, loss: 2.3149 +2025-05-29 14:24:51,855 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:13:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.2192, loss: 2.2192 +2025-05-29 14:25:34,452 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:12:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2754, loss: 2.2754 +2025-05-29 14:26:17,327 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:12:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.2258, loss: 2.2258 +2025-05-29 14:27:00,187 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:11:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.3780, loss: 2.3780 +2025-05-29 14:27:42,979 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:10:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2576, loss: 2.2576 +2025-05-29 14:28:25,748 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:09:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.3050, loss: 2.3050 +2025-05-29 14:29:08,589 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.1929, loss: 2.1929 +2025-05-29 14:29:51,365 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:08:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2519, loss: 2.2519 +2025-05-29 14:30:34,117 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:07:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1609, loss: 2.1609 +2025-05-29 14:31:16,834 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:06:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.2841, loss: 2.2841 +2025-05-29 14:31:59,589 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.1853, loss: 2.1853 +2025-05-29 14:32:42,329 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:05:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.2725, loss: 2.2725 +2025-05-29 14:33:25,153 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:04:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.2717, loss: 2.2717 +2025-05-29 14:34:07,899 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:03:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3563, loss: 2.3563 +2025-05-29 14:34:50,577 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 21:03:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3491, loss: 2.3491 +2025-05-29 14:35:33,282 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 21:02:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.3071, loss: 2.3071 +2025-05-29 14:36:16,131 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 21:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3645, loss: 2.3645 +2025-05-29 14:36:58,972 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 21:00:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.2420, loss: 2.2420 +2025-05-29 14:37:41,902 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 21:00:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3017, loss: 2.3017 +2025-05-29 14:38:24,869 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:59:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4216, loss: 2.4216 +2025-05-29 14:39:07,986 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:58:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2863, loss: 2.2863 +2025-05-29 14:39:51,042 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:58:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1949, loss: 2.1949 +2025-05-29 14:40:33,956 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:57:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.2980, loss: 2.2980 +2025-05-29 14:40:36,999 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-29 14:41:53,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:41:53,199 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9786 +2025-05-29 14:41:53,201 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8573, top5_acc: 0.9786 +2025-05-29 14:42:57,636 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:56:47, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2415, loss: 2.2415 +2025-05-29 14:43:40,788 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:56:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2333, loss: 2.2333 +2025-05-29 14:44:23,797 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:55:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1903, loss: 2.1903 +2025-05-29 14:45:06,850 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:54:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.2587, loss: 2.2587 +2025-05-29 14:45:49,814 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:53:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.2437, loss: 2.2437 +2025-05-29 14:46:32,852 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:53:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.1410, loss: 2.1410 +2025-05-29 14:47:15,836 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:52:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.2714, loss: 2.2714 +2025-05-29 14:47:58,694 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:51:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3155, loss: 2.3155 +2025-05-29 14:48:41,661 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:50:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.3368, loss: 2.3368 +2025-05-29 14:49:24,670 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:50:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.2990, loss: 2.2990 +2025-05-29 14:50:07,709 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:49:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2652, loss: 2.2652 +2025-05-29 14:50:50,685 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:48:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1981, loss: 2.1981 +2025-05-29 14:51:33,694 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:47:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.4057, loss: 2.4057 +2025-05-29 14:52:16,651 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:47:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2794, loss: 2.2794 +2025-05-29 14:52:59,602 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:46:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2673, loss: 2.2673 +2025-05-29 14:53:42,566 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:45:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.2067, loss: 2.2067 +2025-05-29 14:54:25,251 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:45:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 2.3282, loss: 2.3282 +2025-05-29 14:55:08,016 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:44:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.3171, loss: 2.3171 +2025-05-29 14:55:50,812 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:43:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 2.1568, loss: 2.1568 +2025-05-29 14:56:33,626 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:42:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2737, loss: 2.2737 +2025-05-29 14:57:16,369 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:42:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3343, loss: 2.3343 +2025-05-29 14:57:59,342 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:41:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1868, loss: 2.1868 +2025-05-29 14:58:42,398 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:40:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.3718, loss: 2.3718 +2025-05-29 14:59:25,365 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:39:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3287, loss: 2.3287 +2025-05-29 15:00:08,319 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:39:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3286, loss: 2.3286 +2025-05-29 15:00:11,361 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-29 15:01:27,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:01:27,743 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9821 +2025-05-29 15:01:27,746 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8628, top5_acc: 0.9821 +2025-05-29 15:02:31,717 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:38:35, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2031, loss: 2.2031 +2025-05-29 15:03:14,418 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:37:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.2337, loss: 2.2337 +2025-05-29 15:03:56,971 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:37:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.2276, loss: 2.2276 +2025-05-29 15:04:39,681 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:36:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.2407, loss: 2.2407 +2025-05-29 15:05:22,381 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:35:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1727, loss: 2.1727 +2025-05-29 15:06:05,091 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:34:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2092, loss: 2.2092 +2025-05-29 15:06:47,802 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:34:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.2297, loss: 2.2297 +2025-05-29 15:07:30,538 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:33:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.2000, loss: 2.2000 +2025-05-29 15:08:13,247 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:32:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.2611, loss: 2.2611 +2025-05-29 15:08:55,977 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.2373, loss: 2.2373 +2025-05-29 15:09:38,693 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:31:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.3094, loss: 2.3094 +2025-05-29 15:10:21,419 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:30:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1692, loss: 2.1692 +2025-05-29 15:11:04,110 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:29:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1672, loss: 2.1672 +2025-05-29 15:11:46,921 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:28:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.3912, loss: 2.3912 +2025-05-29 15:12:29,566 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:28:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2945, loss: 2.2945 +2025-05-29 15:13:12,248 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:27:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.2890, loss: 2.2890 +2025-05-29 15:13:55,023 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:26:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1789, loss: 2.1789 +2025-05-29 15:14:37,785 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:26:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.3619, loss: 2.3619 +2025-05-29 15:15:20,522 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:25:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.3007, loss: 2.3007 +2025-05-29 15:16:03,226 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:24:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2723, loss: 2.2723 +2025-05-29 15:16:45,973 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:23:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2722, loss: 2.2722 +2025-05-29 15:17:28,810 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:23:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.2136, loss: 2.2136 +2025-05-29 15:18:11,735 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:22:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.1641, loss: 2.1641 +2025-05-29 15:18:54,691 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:21:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.2334, loss: 2.2334 +2025-05-29 15:19:37,536 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:20:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1944, loss: 2.1944 +2025-05-29 15:19:40,609 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-29 15:20:57,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:20:57,286 - pyskl - INFO - +top1_acc 0.8674 +top5_acc 0.9831 +2025-05-29 15:20:57,289 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8674, top5_acc: 0.9831 +2025-05-29 15:22:01,403 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:20:18, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 2.1325, loss: 2.1325 +2025-05-29 15:22:44,186 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:19:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.2231, loss: 2.2231 +2025-05-29 15:23:26,981 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:18:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.2164, loss: 2.2164 +2025-05-29 15:24:09,832 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:18:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.1723, loss: 2.1723 +2025-05-29 15:24:52,582 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.0693, loss: 2.0693 +2025-05-29 15:25:35,337 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:16:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1603, loss: 2.1603 +2025-05-29 15:26:18,146 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:15:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2264, loss: 2.2264 +2025-05-29 15:27:01,051 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:15:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.1407, loss: 2.1407 +2025-05-29 15:27:43,903 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:14:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2651, loss: 2.2651 +2025-05-29 15:28:26,654 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:13:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1590, loss: 2.1590 +2025-05-29 15:29:09,438 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:12:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.3317, loss: 2.3317 +2025-05-29 15:29:52,189 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2299, loss: 2.2299 +2025-05-29 15:30:35,017 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.2728, loss: 2.2728 +2025-05-29 15:31:17,861 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:10:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1099, loss: 2.1099 +2025-05-29 15:32:00,651 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:09:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2400, loss: 2.2400 +2025-05-29 15:32:43,346 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:09:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2974, loss: 2.2974 +2025-05-29 15:33:26,043 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:08:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.2658, loss: 2.2658 +2025-05-29 15:34:08,793 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:07:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2602, loss: 2.2602 +2025-05-29 15:34:51,599 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1804, loss: 2.1804 +2025-05-29 15:35:34,382 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:06:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2480, loss: 2.2480 +2025-05-29 15:36:17,207 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:05:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1634, loss: 2.1634 +2025-05-29 15:37:00,097 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:04:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.3653, loss: 2.3653 +2025-05-29 15:37:43,053 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:04:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.4192, loss: 2.4192 +2025-05-29 15:38:25,925 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:03:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.4679, loss: 2.4679 +2025-05-29 15:39:09,051 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 20:02:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.3163, loss: 2.3163 +2025-05-29 15:39:12,044 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-29 15:40:28,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:40:28,495 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9770 +2025-05-29 15:40:28,497 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8609, top5_acc: 0.9770 +2025-05-29 15:41:32,612 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 20:02:03, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1755, loss: 2.1755 +2025-05-29 15:42:15,521 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 20:01:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1811, loss: 2.1811 +2025-05-29 15:42:58,331 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 20:00:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0644, loss: 2.0644 +2025-05-29 15:43:41,110 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:59:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1932, loss: 2.1932 +2025-05-29 15:44:23,893 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:59:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.2175, loss: 2.2175 +2025-05-29 15:45:06,862 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:58:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.1642, loss: 2.1642 +2025-05-29 15:45:49,791 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:57:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.2731, loss: 2.2731 +2025-05-29 15:46:32,651 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:56:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.1479, loss: 2.1479 +2025-05-29 15:47:15,321 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:56:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.2711, loss: 2.2711 +2025-05-29 15:47:58,192 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:55:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.2924, loss: 2.2924 +2025-05-29 15:48:41,104 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.2511, loss: 2.2511 +2025-05-29 15:49:23,909 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:53:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.2172, loss: 2.2172 +2025-05-29 15:50:06,737 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.3077, loss: 2.3077 +2025-05-29 15:50:49,510 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:52:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.2468, loss: 2.2468 +2025-05-29 15:51:32,346 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:51:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2338, loss: 2.2338 +2025-05-29 15:52:15,117 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:51:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.2211, loss: 2.2211 +2025-05-29 15:52:57,842 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:50:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.1729, loss: 2.1729 +2025-05-29 15:53:40,661 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:49:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.2431, loss: 2.2431 +2025-05-29 15:54:23,590 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:48:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2253, loss: 2.2253 +2025-05-29 15:55:06,496 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:48:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.1492, loss: 2.1492 +2025-05-29 15:55:49,068 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:47:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1820, loss: 2.1820 +2025-05-29 15:56:31,700 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:46:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.2570, loss: 2.2570 +2025-05-29 15:57:14,528 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:45:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.1935, loss: 2.1935 +2025-05-29 15:57:57,340 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:45:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2700, loss: 2.2700 +2025-05-29 15:58:40,011 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:44:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1870, loss: 2.1870 +2025-05-29 15:58:43,034 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-29 16:07:09,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:07:10,003 - pyskl - INFO - +top1_acc 0.8759 +top5_acc 0.9820 +2025-05-29 16:07:10,005 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8759, top5_acc: 0.9820 +2025-05-29 16:08:13,812 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:43:48, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1236, loss: 2.1236 +2025-05-29 16:08:56,571 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:43:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1660, loss: 2.1660 +2025-05-29 16:09:39,416 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:42:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1577, loss: 2.1577 +2025-05-29 16:10:22,216 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:41:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1273, loss: 2.1273 +2025-05-29 16:11:04,999 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:40:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1637, loss: 2.1637 +2025-05-29 16:11:47,805 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:40:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1672, loss: 2.1672 +2025-05-29 16:12:30,654 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:39:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 2.1109, loss: 2.1109 +2025-05-29 16:13:13,593 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:38:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 2.1674, loss: 2.1674 +2025-05-29 16:13:56,397 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:37:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2513, loss: 2.2513 +2025-05-29 16:14:39,298 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:37:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1758, loss: 2.1758 +2025-05-29 16:15:22,154 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:36:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1442, loss: 2.1442 +2025-05-29 16:16:05,022 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:35:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.1892, loss: 2.1892 +2025-05-29 16:16:47,902 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:34:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.3308, loss: 2.3308 +2025-05-29 16:17:30,758 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:34:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.2407, loss: 2.2407 +2025-05-29 16:18:13,518 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:33:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.2085, loss: 2.2085 +2025-05-29 16:18:56,367 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:32:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.1451, loss: 2.1451 +2025-05-29 16:19:39,173 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:32:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2082, loss: 2.2082 +2025-05-29 16:20:21,928 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:31:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.1870, loss: 2.1870 +2025-05-29 16:21:04,748 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:30:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.2352, loss: 2.2352 +2025-05-29 16:21:47,501 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:29:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9881, loss_cls: 2.1760, loss: 2.1760 +2025-05-29 16:22:30,306 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:29:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.2053, loss: 2.2053 +2025-05-29 16:23:12,939 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:28:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1567, loss: 2.1567 +2025-05-29 16:23:55,701 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:27:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1981, loss: 2.1981 +2025-05-29 16:24:38,517 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:26:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.2789, loss: 2.2789 +2025-05-29 16:25:21,304 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:26:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.1922, loss: 2.1922 +2025-05-29 16:25:24,309 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-29 16:26:40,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:26:40,919 - pyskl - INFO - +top1_acc 0.8814 +top5_acc 0.9848 +2025-05-29 16:26:40,974 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_75.pth was removed +2025-05-29 16:26:41,972 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-05-29 16:26:41,973 - pyskl - INFO - Best top1_acc is 0.8814 at 86 epoch. +2025-05-29 16:26:41,976 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8814, top5_acc: 0.9848 +2025-05-29 16:27:46,403 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:25:34, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 2.1301, loss: 2.1301 +2025-05-29 16:28:29,530 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:24:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1133, loss: 2.1133 +2025-05-29 16:29:12,518 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:24:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2143, loss: 2.2143 +2025-05-29 16:29:55,402 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:23:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.2339, loss: 2.2339 +2025-05-29 16:30:38,225 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:22:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1431, loss: 2.1431 +2025-05-29 16:31:21,078 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:21:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1415, loss: 2.1415 +2025-05-29 16:32:03,842 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:21:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1283, loss: 2.1283 +2025-05-29 16:32:46,625 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:20:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 2.0809, loss: 2.0809 +2025-05-29 16:33:29,458 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:19:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1043, loss: 2.1043 +2025-05-29 16:34:12,444 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:18:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1528, loss: 2.1528 +2025-05-29 16:34:55,447 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:18:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.0799, loss: 2.0799 +2025-05-29 16:35:37,985 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:17:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.1232, loss: 2.1232 +2025-05-29 16:36:20,811 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:16:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.2866, loss: 2.2866 +2025-05-29 16:37:03,666 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:15:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.2808, loss: 2.2808 +2025-05-29 16:37:46,431 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:15:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9894, loss_cls: 2.1097, loss: 2.1097 +2025-05-29 16:38:29,159 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:14:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0691, loss: 2.0691 +2025-05-29 16:39:11,961 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:13:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.1766, loss: 2.1766 +2025-05-29 16:39:54,720 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:13:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1597, loss: 2.1597 +2025-05-29 16:40:37,428 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:12:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.2762, loss: 2.2762 +2025-05-29 16:41:20,246 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:11:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2365, loss: 2.2365 +2025-05-29 16:42:03,122 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:10:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.1498, loss: 2.1498 +2025-05-29 16:42:45,948 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:10:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.1768, loss: 2.1768 +2025-05-29 16:43:28,715 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:09:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3259, loss: 2.3259 +2025-05-29 16:44:11,596 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:08:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.3043, loss: 2.3043 +2025-05-29 16:44:54,404 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:07:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1948, loss: 2.1948 +2025-05-29 16:44:57,438 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-29 16:46:13,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:46:13,934 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9836 +2025-05-29 16:46:13,989 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_86.pth was removed +2025-05-29 16:46:14,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-05-29 16:46:14,981 - pyskl - INFO - Best top1_acc is 0.8842 at 87 epoch. +2025-05-29 16:46:14,983 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8842, top5_acc: 0.9836 +2025-05-29 16:47:18,471 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:07:19, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.2056, loss: 2.2056 +2025-05-29 16:48:01,425 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:06:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0087, loss: 2.0087 +2025-05-29 16:48:44,421 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:05:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1665, loss: 2.1665 +2025-05-29 16:49:27,221 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:05:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.1307, loss: 2.1307 +2025-05-29 16:50:10,112 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:04:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.0240, loss: 2.0240 +2025-05-29 16:50:52,918 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:03:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.1649, loss: 2.1649 +2025-05-29 16:51:35,746 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 19:02:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0839, loss: 2.0839 +2025-05-29 16:52:18,607 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 19:02:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1216, loss: 2.1216 +2025-05-29 16:53:01,328 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 19:01:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9900, loss_cls: 2.2015, loss: 2.2015 +2025-05-29 16:53:44,082 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 19:00:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.1571, loss: 2.1571 +2025-05-29 16:54:26,893 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:59:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.1044, loss: 2.1044 +2025-05-29 16:55:09,689 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:59:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.1027, loss: 2.1027 +2025-05-29 16:55:52,539 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:58:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 2.1692, loss: 2.1692 +2025-05-29 16:56:35,397 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:57:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1996, loss: 2.1996 +2025-05-29 16:57:18,298 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:57:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1683, loss: 2.1683 +2025-05-29 16:58:01,146 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:56:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.1388, loss: 2.1388 +2025-05-29 16:58:44,006 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:55:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.2423, loss: 2.2423 +2025-05-29 16:59:26,900 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:54:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1184, loss: 2.1184 +2025-05-29 17:00:09,756 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:54:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2373, loss: 2.2373 +2025-05-29 17:00:52,707 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:53:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1193, loss: 2.1193 +2025-05-29 17:01:35,590 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:52:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.1961, loss: 2.1961 +2025-05-29 17:02:18,280 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:51:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.1174, loss: 2.1174 +2025-05-29 17:03:01,078 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1160, loss: 2.1160 +2025-05-29 17:03:43,903 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:50:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2235, loss: 2.2235 +2025-05-29 17:04:26,728 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:49:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2816, loss: 2.2816 +2025-05-29 17:04:29,722 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-29 17:05:46,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:05:46,102 - pyskl - INFO - +top1_acc 0.8744 +top5_acc 0.9818 +2025-05-29 17:05:46,104 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8744, top5_acc: 0.9818 +2025-05-29 17:06:50,661 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:49:05, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.0746, loss: 2.0746 +2025-05-29 17:07:33,827 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:48:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.0980, loss: 2.0980 +2025-05-29 17:08:16,758 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:47:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.1003, loss: 2.1003 +2025-05-29 17:08:59,561 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:46:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 2.2220, loss: 2.2220 +2025-05-29 17:09:42,429 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:46:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.0838, loss: 2.0838 +2025-05-29 17:10:25,230 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:45:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1076, loss: 2.1076 +2025-05-29 17:11:08,010 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:44:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0558, loss: 2.0558 +2025-05-29 17:11:50,782 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:43:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.1177, loss: 2.1177 +2025-05-29 17:12:33,550 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:43:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.2121, loss: 2.2121 +2025-05-29 17:13:16,345 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:42:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.2180, loss: 2.2180 +2025-05-29 17:13:59,123 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:41:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0435, loss: 2.0435 +2025-05-29 17:14:41,926 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.2755, loss: 2.2755 +2025-05-29 17:15:24,861 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:40:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1723, loss: 2.1723 +2025-05-29 17:16:07,999 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:39:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 2.1019, loss: 2.1019 +2025-05-29 17:16:51,035 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:38:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1286, loss: 2.1286 +2025-05-29 17:17:33,922 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:38:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1248, loss: 2.1248 +2025-05-29 17:18:16,830 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:37:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1467, loss: 2.1467 +2025-05-29 17:18:59,715 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:36:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1123, loss: 2.1123 +2025-05-29 17:19:42,587 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:35:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.2083, loss: 2.2083 +2025-05-29 17:20:25,473 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:35:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2358, loss: 2.2358 +2025-05-29 17:21:08,386 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:34:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.0783, loss: 2.0783 +2025-05-29 17:21:51,197 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:33:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0864, loss: 2.0864 +2025-05-29 17:22:34,070 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:32:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1057, loss: 2.1057 +2025-05-29 17:23:16,927 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1643, loss: 2.1643 +2025-05-29 17:23:59,689 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:31:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 2.2180, loss: 2.2180 +2025-05-29 17:24:02,664 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-29 17:25:18,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:25:18,979 - pyskl - INFO - +top1_acc 0.8735 +top5_acc 0.9810 +2025-05-29 17:25:18,981 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8735, top5_acc: 0.9810 +2025-05-29 17:26:22,621 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:30:51, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0245, loss: 2.0245 +2025-05-29 17:27:05,539 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:30:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1375, loss: 2.1375 +2025-05-29 17:27:48,509 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:29:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1118, loss: 2.1118 +2025-05-29 17:28:31,406 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:28:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.0522, loss: 2.0522 +2025-05-29 17:29:14,274 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:27:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1334, loss: 2.1334 +2025-05-29 17:29:57,166 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:27:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0900, loss: 2.0900 +2025-05-29 17:30:40,145 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:26:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0875, loss: 2.0875 +2025-05-29 17:31:23,143 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:25:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1143, loss: 2.1143 +2025-05-29 17:32:06,126 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:24:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 2.0574, loss: 2.0574 +2025-05-29 17:32:49,084 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:24:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.1675, loss: 2.1675 +2025-05-29 17:33:31,937 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1312, loss: 2.1312 +2025-05-29 17:34:14,790 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:22:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.1119, loss: 2.1119 +2025-05-29 17:34:57,635 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:22:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.2156, loss: 2.2156 +2025-05-29 17:35:40,470 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:21:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0630, loss: 2.0630 +2025-05-29 17:36:23,298 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:20:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.1005, loss: 2.1005 +2025-05-29 17:37:06,187 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:19:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9981, loss_cls: 2.2448, loss: 2.2448 +2025-05-29 17:37:48,997 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:19:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.1503, loss: 2.1503 +2025-05-29 17:38:31,820 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:18:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.0480, loss: 2.0480 +2025-05-29 17:39:14,601 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:17:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1769, loss: 2.1769 +2025-05-29 17:39:57,458 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:16:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.0791, loss: 2.0791 +2025-05-29 17:40:40,258 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:16:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2539, loss: 2.2539 +2025-05-29 17:41:23,119 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:15:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0445, loss: 2.0445 +2025-05-29 17:42:05,938 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:14:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1009, loss: 2.1009 +2025-05-29 17:42:48,748 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:13:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1109, loss: 2.1109 +2025-05-29 17:43:31,565 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:13:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.1151, loss: 2.1151 +2025-05-29 17:43:34,610 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-29 17:52:25,479 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:52:25,547 - pyskl - INFO - +top1_acc 0.8863 +top5_acc 0.9825 +2025-05-29 17:52:25,606 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_87.pth was removed +2025-05-29 17:52:26,670 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-05-29 17:52:26,671 - pyskl - INFO - Best top1_acc is 0.8863 at 90 epoch. +2025-05-29 17:52:26,674 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8863, top5_acc: 0.9825 +2025-05-29 17:53:30,607 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:12:38, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.0774, loss: 2.0774 +2025-05-29 17:54:13,415 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:11:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.9742, loss: 1.9742 +2025-05-29 17:54:56,137 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:11:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.0471, loss: 2.0471 +2025-05-29 17:55:39,022 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:10:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.1999, loss: 2.1999 +2025-05-29 17:56:21,890 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:09:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.0552, loss: 2.0552 +2025-05-29 17:57:04,774 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:08:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0575, loss: 2.0575 +2025-05-29 17:57:47,626 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:08:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0235, loss: 2.0235 +2025-05-29 17:58:30,566 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:07:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0911, loss: 2.0911 +2025-05-29 17:59:13,399 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:06:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.0847, loss: 2.0847 +2025-05-29 17:59:56,260 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1695, loss: 2.1695 +2025-05-29 18:00:39,166 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:05:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1284, loss: 2.1284 +2025-05-29 18:01:22,018 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:04:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.0642, loss: 2.0642 +2025-05-29 18:02:04,946 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:03:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.9929, loss: 1.9929 +2025-05-29 18:02:47,905 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:03:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 2.0433, loss: 2.0433 +2025-05-29 18:03:30,734 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 18:02:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.0255, loss: 2.0255 +2025-05-29 18:04:13,551 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 18:01:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1070, loss: 2.1070 +2025-05-29 18:04:56,369 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 18:00:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.1276, loss: 2.1276 +2025-05-29 18:05:39,139 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 18:00:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.1759, loss: 2.1759 +2025-05-29 18:06:21,838 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:59:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.1102, loss: 2.1102 +2025-05-29 18:07:04,520 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:58:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1236, loss: 2.1236 +2025-05-29 18:07:47,157 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:57:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.1240, loss: 2.1240 +2025-05-29 18:08:29,809 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:57:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.1302, loss: 2.1302 +2025-05-29 18:09:12,494 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:56:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1013, loss: 2.1013 +2025-05-29 18:09:55,163 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:55:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0271, loss: 2.0271 +2025-05-29 18:10:37,862 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:54:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1021, loss: 2.1021 +2025-05-29 18:10:40,889 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-29 18:11:57,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:11:57,396 - pyskl - INFO - +top1_acc 0.8764 +top5_acc 0.9826 +2025-05-29 18:11:57,399 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8764, top5_acc: 0.9826 +2025-05-29 18:13:01,439 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:54:23, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1124, loss: 2.1124 +2025-05-29 18:13:44,184 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:53:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9575, loss: 1.9575 +2025-05-29 18:14:26,968 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:52:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0006, loss: 2.0006 +2025-05-29 18:15:09,780 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:52:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.1007, loss: 2.1007 +2025-05-29 18:15:52,699 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:51:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.0958, loss: 2.0958 +2025-05-29 18:16:35,624 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:50:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.0581, loss: 2.0581 +2025-05-29 18:17:18,486 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:49:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.0392, loss: 2.0392 +2025-05-29 18:18:01,362 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:49:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.1148, loss: 2.1148 +2025-05-29 18:18:44,068 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:48:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.0427, loss: 2.0427 +2025-05-29 18:19:26,848 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:47:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0412, loss: 2.0412 +2025-05-29 18:20:09,685 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:47:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.0586, loss: 2.0586 +2025-05-29 18:20:52,551 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:46:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0657, loss: 2.0657 +2025-05-29 18:21:35,354 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:45:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1161, loss: 2.1161 +2025-05-29 18:22:18,162 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:44:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1200, loss: 2.1200 +2025-05-29 18:23:01,005 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:44:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.1373, loss: 2.1373 +2025-05-29 18:23:43,890 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:43:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.1368, loss: 2.1368 +2025-05-29 18:24:26,726 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.9803, loss: 1.9803 +2025-05-29 18:25:09,497 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:41:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.1050, loss: 2.1050 +2025-05-29 18:25:52,313 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:41:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.1104, loss: 2.1104 +2025-05-29 18:26:35,186 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:40:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.1109, loss: 2.1109 +2025-05-29 18:27:17,962 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:39:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1726, loss: 2.1726 +2025-05-29 18:28:00,706 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:38:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1336, loss: 2.1336 +2025-05-29 18:28:43,289 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:38:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9991, loss: 1.9991 +2025-05-29 18:29:26,063 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.0876, loss: 2.0876 +2025-05-29 18:30:08,753 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:36:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1126, loss: 2.1126 +2025-05-29 18:30:11,746 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-29 18:31:28,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:31:28,351 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9820 +2025-05-29 18:31:28,353 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8730, top5_acc: 0.9820 +2025-05-29 18:32:32,601 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:36:08, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.0350, loss: 2.0350 +2025-05-29 18:33:15,346 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:35:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.9887, loss: 1.9887 +2025-05-29 18:33:58,257 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:34:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.0370, loss: 2.0370 +2025-05-29 18:34:41,170 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:33:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9935, loss: 1.9935 +2025-05-29 18:35:24,167 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:33:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9829, loss: 1.9829 +2025-05-29 18:36:07,025 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:32:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.0822, loss: 2.0822 +2025-05-29 18:36:49,737 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:31:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9725, loss: 1.9725 +2025-05-29 18:37:32,605 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:31:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 2.0203, loss: 2.0203 +2025-05-29 18:38:15,372 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.9937, loss: 1.9937 +2025-05-29 18:38:57,959 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:29:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9920, loss: 1.9920 +2025-05-29 18:39:40,677 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:28:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 2.1224, loss: 2.1224 +2025-05-29 18:40:23,458 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:28:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0272, loss: 2.0272 +2025-05-29 18:41:06,113 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:27:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0422, loss: 2.0422 +2025-05-29 18:41:48,789 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:26:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.1188, loss: 2.1188 +2025-05-29 18:42:31,481 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:25:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1139, loss: 2.1139 +2025-05-29 18:43:14,194 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:25:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.1366, loss: 2.1366 +2025-05-29 18:43:56,929 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:24:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9784, loss: 1.9784 +2025-05-29 18:44:39,529 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:23:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0474, loss: 2.0474 +2025-05-29 18:45:22,290 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:22:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.0729, loss: 2.0729 +2025-05-29 18:46:05,080 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:22:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.0389, loss: 2.0389 +2025-05-29 18:46:47,827 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:21:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.0736, loss: 2.0736 +2025-05-29 18:47:30,441 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:20:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.1094, loss: 2.1094 +2025-05-29 18:48:13,156 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:19:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1643, loss: 2.1643 +2025-05-29 18:48:56,009 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:19:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1291, loss: 2.1291 +2025-05-29 18:49:38,765 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:18:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.0647, loss: 2.0647 +2025-05-29 18:49:41,766 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-29 18:50:57,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:50:57,981 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9791 +2025-05-29 18:50:57,983 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8686, top5_acc: 0.9791 +2025-05-29 18:52:02,386 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:17:53, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.9634, loss: 1.9634 +2025-05-29 18:52:45,387 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:17:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0125, loss: 2.0125 +2025-05-29 18:53:28,339 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:16:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0232, loss: 2.0232 +2025-05-29 18:54:11,187 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:15:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.9698, loss: 1.9698 +2025-05-29 18:54:54,271 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:14:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.0211, loss: 2.0211 +2025-05-29 18:55:37,292 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:14:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.0516, loss: 2.0516 +2025-05-29 18:56:20,282 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:13:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.0792, loss: 2.0792 +2025-05-29 18:57:03,237 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:12:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0574, loss: 2.0574 +2025-05-29 18:57:46,187 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:12:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.0866, loss: 2.0866 +2025-05-29 18:58:29,142 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:11:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.0179, loss: 2.0179 +2025-05-29 18:59:12,045 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:10:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.0773, loss: 2.0773 +2025-05-29 18:59:54,906 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:09:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9902, loss: 1.9902 +2025-05-29 19:00:37,899 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:09:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.0400, loss: 2.0400 +2025-05-29 19:01:20,795 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:08:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.1458, loss: 2.1458 +2025-05-29 19:02:03,693 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:07:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0025, loss: 2.0025 +2025-05-29 19:02:46,823 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:06:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9633, loss: 1.9633 +2025-05-29 19:03:29,640 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.1650, loss: 2.1650 +2025-05-29 19:04:12,464 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:05:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 2.1228, loss: 2.1228 +2025-05-29 19:04:55,353 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:04:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.0993, loss: 2.0993 +2025-05-29 19:05:38,468 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:03:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.0722, loss: 2.0722 +2025-05-29 19:06:21,339 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:03:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0783, loss: 2.0783 +2025-05-29 19:07:04,220 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 17:02:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.1170, loss: 2.1170 +2025-05-29 19:07:47,046 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 17:01:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0141, loss: 2.0141 +2025-05-29 19:08:29,929 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 17:01:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.0233, loss: 2.0233 +2025-05-29 19:09:12,890 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 17:00:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.0903, loss: 2.0903 +2025-05-29 19:09:15,905 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-29 19:10:32,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:10:32,745 - pyskl - INFO - +top1_acc 0.8804 +top5_acc 0.9845 +2025-05-29 19:10:32,747 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8804, top5_acc: 0.9845 +2025-05-29 19:11:36,762 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:59:41, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9905, loss: 1.9905 +2025-05-29 19:12:19,666 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:58:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0240, loss: 2.0240 +2025-05-29 19:13:02,567 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:58:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9574, loss: 1.9574 +2025-05-29 19:13:45,598 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:57:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.0181, loss: 2.0181 +2025-05-29 19:14:28,653 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:56:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.0301, loss: 2.0301 +2025-05-29 19:15:11,756 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:56:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0279, loss: 2.0279 +2025-05-29 19:15:54,754 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:55:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.9849, loss: 1.9849 +2025-05-29 19:16:37,713 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:54:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.0529, loss: 2.0529 +2025-05-29 19:17:20,780 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:53:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9814, loss: 1.9814 +2025-05-29 19:18:03,770 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:53:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.0005, loss: 2.0005 +2025-05-29 19:18:46,801 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:52:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0077, loss: 2.0077 +2025-05-29 19:19:29,785 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:51:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.9371, loss: 1.9371 +2025-05-29 19:20:12,845 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:50:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.0765, loss: 2.0765 +2025-05-29 19:20:55,897 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:50:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0605, loss: 2.0605 +2025-05-29 19:21:38,916 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:49:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.0291, loss: 2.0291 +2025-05-29 19:22:21,985 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:48:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0620, loss: 2.0620 +2025-05-29 19:23:04,861 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:47:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.0362, loss: 2.0362 +2025-05-29 19:23:47,685 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:47:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0887, loss: 2.0887 +2025-05-29 19:24:30,597 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:46:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0346, loss: 2.0346 +2025-05-29 19:25:13,482 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:45:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0557, loss: 2.0557 +2025-05-29 19:25:56,374 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:45:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.0235, loss: 2.0235 +2025-05-29 19:26:39,197 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:44:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9962, loss: 1.9962 +2025-05-29 19:27:22,058 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:43:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.9942, loss: 1.9942 +2025-05-29 19:28:04,881 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:42:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 2.0578, loss: 2.0578 +2025-05-29 19:28:47,666 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:42:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.0433, loss: 2.0433 +2025-05-29 19:28:50,674 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-29 19:37:36,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:37:36,533 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9858 +2025-05-29 19:37:36,535 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8835, top5_acc: 0.9858 +2025-05-29 19:38:40,803 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:41:29, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.0274, loss: 2.0274 +2025-05-29 19:39:23,762 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:40:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9983, loss: 1.9983 +2025-05-29 19:40:06,687 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:40:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.9185, loss: 1.9185 +2025-05-29 19:40:49,599 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:39:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.9709, loss: 1.9709 +2025-05-29 19:41:32,471 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:38:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.9345, loss: 1.9345 +2025-05-29 19:42:15,541 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:37:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.0473, loss: 2.0473 +2025-05-29 19:42:58,371 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:37:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.9789, loss: 1.9789 +2025-05-29 19:43:41,194 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:36:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.9583, loss: 1.9583 +2025-05-29 19:44:24,030 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:35:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.9395, loss: 1.9395 +2025-05-29 19:45:07,163 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:34:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9652, loss: 1.9652 +2025-05-29 19:45:50,341 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:34:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0760, loss: 2.0760 +2025-05-29 19:46:33,422 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:33:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.0290, loss: 2.0290 +2025-05-29 19:47:16,387 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:32:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9814, loss: 1.9814 +2025-05-29 19:47:59,378 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:31:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1699, loss: 2.1699 +2025-05-29 19:48:42,390 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:31:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9980, loss: 1.9980 +2025-05-29 19:49:25,391 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:30:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.0794, loss: 2.0794 +2025-05-29 19:50:08,387 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:29:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.9969, loss: 1.9969 +2025-05-29 19:50:51,313 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:29:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9316, loss: 1.9316 +2025-05-29 19:51:34,298 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:28:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0491, loss: 2.0491 +2025-05-29 19:52:17,395 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:27:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.0210, loss: 2.0210 +2025-05-29 19:53:00,417 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:26:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 2.0193, loss: 2.0193 +2025-05-29 19:53:43,371 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:26:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.9903, loss: 1.9903 +2025-05-29 19:54:26,202 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:25:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9792, loss: 1.9792 +2025-05-29 19:55:09,084 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:24:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0149, loss: 2.0149 +2025-05-29 19:55:51,917 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:23:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.9505, loss: 1.9505 +2025-05-29 19:55:54,958 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-29 19:57:10,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:57:11,013 - pyskl - INFO - +top1_acc 0.8923 +top5_acc 0.9842 +2025-05-29 19:57:11,066 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_90.pth was removed +2025-05-29 19:57:12,055 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-05-29 19:57:12,056 - pyskl - INFO - Best top1_acc is 0.8923 at 96 epoch. +2025-05-29 19:57:12,058 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8923, top5_acc: 0.9842 +2025-05-29 19:58:15,962 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:23:16, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.0020, loss: 2.0020 +2025-05-29 19:58:58,673 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:22:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8830, loss: 1.8830 +2025-05-29 19:59:41,410 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:21:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.9525, loss: 1.9525 +2025-05-29 20:00:24,153 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:21:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8975, loss: 1.8975 +2025-05-29 20:01:07,012 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:20:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8733, loss: 1.8733 +2025-05-29 20:01:49,789 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:19:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9299, loss: 1.9299 +2025-05-29 20:02:32,541 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:18:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0059, loss: 2.0059 +2025-05-29 20:03:15,307 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:18:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.9656, loss: 1.9656 +2025-05-29 20:03:58,102 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:17:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.9339, loss: 1.9339 +2025-05-29 20:04:40,807 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:16:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.9816, loss: 1.9816 +2025-05-29 20:05:23,750 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:15:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9803, loss: 1.9803 +2025-05-29 20:06:06,695 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:15:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.0301, loss: 2.0301 +2025-05-29 20:06:49,633 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:14:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0209, loss: 2.0209 +2025-05-29 20:07:32,553 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:13:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 1.9553, loss: 1.9553 +2025-05-29 20:08:15,407 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:12:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.0205, loss: 2.0205 +2025-05-29 20:08:58,238 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:12:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9112, loss: 1.9112 +2025-05-29 20:09:41,150 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:11:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9952, loss: 1.9952 +2025-05-29 20:10:23,985 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:10:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0381, loss: 2.0381 +2025-05-29 20:11:06,818 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:10:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.0048, loss: 2.0048 +2025-05-29 20:11:49,588 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:09:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0183, loss: 2.0183 +2025-05-29 20:12:32,357 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:08:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8848, loss: 1.8848 +2025-05-29 20:13:15,149 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:07:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9733, loss: 1.9733 +2025-05-29 20:13:57,914 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:07:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0430, loss: 2.0430 +2025-05-29 20:14:40,654 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:06:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1293, loss: 2.1293 +2025-05-29 20:15:23,359 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:05:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9860, loss: 1.9860 +2025-05-29 20:15:26,385 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-29 20:16:42,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:16:42,820 - pyskl - INFO - +top1_acc 0.8883 +top5_acc 0.9845 +2025-05-29 20:16:42,823 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8883, top5_acc: 0.9845 +2025-05-29 20:17:46,959 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:05:02, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.8673, loss: 1.8673 +2025-05-29 20:18:29,854 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:04:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.9016, loss: 1.9016 +2025-05-29 20:19:12,814 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:03:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9652, loss: 1.9652 +2025-05-29 20:19:55,788 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:02:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.9838, loss: 1.9838 +2025-05-29 20:20:38,791 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 16:02:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8593, loss: 1.8593 +2025-05-29 20:21:21,689 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 16:01:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9235, loss: 1.9235 +2025-05-29 20:22:04,653 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 16:00:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9919, loss_cls: 2.0070, loss: 2.0070 +2025-05-29 20:22:47,491 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:59:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9959, loss: 1.9959 +2025-05-29 20:23:30,419 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:59:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9188, loss: 1.9188 +2025-05-29 20:24:13,274 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:58:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.9416, loss: 1.9416 +2025-05-29 20:24:56,128 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:57:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9760, loss: 1.9760 +2025-05-29 20:25:39,026 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:56:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9263, loss: 1.9263 +2025-05-29 20:26:21,882 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:56:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8609, loss: 1.8609 +2025-05-29 20:27:04,904 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:55:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.0441, loss: 2.0441 +2025-05-29 20:27:47,872 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.0184, loss: 2.0184 +2025-05-29 20:28:30,773 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:54:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0338, loss: 2.0338 +2025-05-29 20:29:13,693 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:53:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.9567, loss: 1.9567 +2025-05-29 20:29:56,744 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:52:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9694, loss: 1.9694 +2025-05-29 20:30:39,774 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.9516, loss: 1.9516 +2025-05-29 20:31:22,737 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:51:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 1.9485, loss: 1.9485 +2025-05-29 20:32:05,906 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:50:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9698, loss: 1.9698 +2025-05-29 20:32:48,803 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:49:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.9514, loss: 1.9514 +2025-05-29 20:33:31,766 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:48:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.9994, loss: 1.9994 +2025-05-29 20:34:14,811 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0619, loss: 2.0619 +2025-05-29 20:34:57,949 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:47:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9856, loss: 1.9856 +2025-05-29 20:35:01,061 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-29 20:36:17,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:36:17,615 - pyskl - INFO - +top1_acc 0.8798 +top5_acc 0.9851 +2025-05-29 20:36:17,617 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8798, top5_acc: 0.9851 +2025-05-29 20:37:21,313 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:46:49, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9344, loss: 1.9344 +2025-05-29 20:38:04,225 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:46:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.8882, loss: 1.8882 +2025-05-29 20:38:47,013 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:45:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 1.8674, loss: 1.8674 +2025-05-29 20:39:29,906 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:44:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.9532, loss: 1.9532 +2025-05-29 20:40:12,840 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:43:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.9270, loss: 1.9270 +2025-05-29 20:40:55,718 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:43:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.0396, loss: 2.0396 +2025-05-29 20:41:38,513 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8875, loss: 1.8875 +2025-05-29 20:42:21,450 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:41:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.9056, loss: 1.9056 +2025-05-29 20:43:04,255 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:40:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9877, loss: 1.9877 +2025-05-29 20:43:47,093 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:40:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9124, loss: 1.9124 +2025-05-29 20:44:29,934 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 1.8933, loss: 1.8933 +2025-05-29 20:45:12,754 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9716, loss: 1.9716 +2025-05-29 20:45:55,638 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9010, loss: 1.9010 +2025-05-29 20:46:38,795 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:37:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9480, loss: 1.9480 +2025-05-29 20:47:21,941 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:36:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9796, loss: 1.9796 +2025-05-29 20:48:04,762 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:35:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.9358, loss: 1.9358 +2025-05-29 20:48:47,730 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:35:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.0049, loss: 2.0049 +2025-05-29 20:49:30,668 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:34:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.9825, loss: 1.9825 +2025-05-29 20:50:13,425 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:33:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.0474, loss: 2.0474 +2025-05-29 20:50:56,298 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:32:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.9714, loss: 1.9714 +2025-05-29 20:51:39,135 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:32:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.9566, loss: 1.9566 +2025-05-29 20:52:21,861 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9796, loss: 1.9796 +2025-05-29 20:53:04,552 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:30:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0523, loss: 2.0523 +2025-05-29 20:53:47,438 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:29:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0002, loss: 2.0002 +2025-05-29 20:54:30,308 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:29:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.9052, loss: 1.9052 +2025-05-29 20:54:33,350 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-29 20:55:49,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:55:49,752 - pyskl - INFO - +top1_acc 0.8909 +top5_acc 0.9853 +2025-05-29 20:55:49,754 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8909, top5_acc: 0.9853 +2025-05-29 20:56:54,073 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:28:36, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9296, loss: 1.9296 +2025-05-29 20:57:37,135 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:27:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7924, loss: 1.7924 +2025-05-29 20:58:20,190 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:27:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9678, loss: 1.9678 +2025-05-29 20:59:03,150 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:26:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.9162, loss: 1.9162 +2025-05-29 20:59:46,170 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:25:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8461, loss: 1.8461 +2025-05-29 21:00:29,185 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:24:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.9126, loss: 1.9126 +2025-05-29 21:01:12,062 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:24:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.8861, loss: 1.8861 +2025-05-29 21:01:54,984 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:23:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8158, loss: 1.8158 +2025-05-29 21:02:37,943 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:22:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9217, loss: 1.9217 +2025-05-29 21:03:20,980 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:22:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9183, loss: 1.9183 +2025-05-29 21:04:03,983 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:21:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9002, loss: 1.9002 +2025-05-29 21:04:47,003 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:20:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.0014, loss: 2.0014 +2025-05-29 21:05:29,957 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:19:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.8707, loss: 1.8707 +2025-05-29 21:06:12,888 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:19:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9254, loss: 1.9254 +2025-05-29 21:06:55,661 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:18:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9694, loss: 1.9694 +2025-05-29 21:07:38,492 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:17:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.9766, loss: 1.9766 +2025-05-29 21:08:21,400 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:16:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9739, loss: 1.9739 +2025-05-29 21:09:04,243 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:16:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9580, loss: 1.9580 +2025-05-29 21:09:47,217 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:15:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9810, loss: 1.9810 +2025-05-29 21:10:29,950 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:14:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8795, loss: 1.8795 +2025-05-29 21:11:12,858 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:13:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.9738, loss: 1.9738 +2025-05-29 21:11:55,909 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:13:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9155, loss: 1.9155 +2025-05-29 21:12:38,913 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:12:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9891, loss: 1.9891 +2025-05-29 21:13:21,881 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:11:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9246, loss: 1.9246 +2025-05-29 21:14:05,445 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:11:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.8833, loss: 1.8833 +2025-05-29 21:14:08,518 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-29 21:23:04,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:23:04,463 - pyskl - INFO - +top1_acc 0.8953 +top5_acc 0.9851 +2025-05-29 21:23:04,522 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_96.pth was removed +2025-05-29 21:23:05,619 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-05-29 21:23:05,620 - pyskl - INFO - Best top1_acc is 0.8953 at 100 epoch. +2025-05-29 21:23:05,622 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8953, top5_acc: 0.9851 +2025-05-29 21:24:09,759 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:10:24, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8194, loss: 1.8194 +2025-05-29 21:24:52,570 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:09:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.8680, loss: 1.8680 +2025-05-29 21:25:35,474 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:08:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8992, loss: 1.8992 +2025-05-29 21:26:18,451 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:08:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8639, loss: 1.8639 +2025-05-29 21:27:01,321 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:07:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.8527, loss: 1.8527 +2025-05-29 21:27:44,216 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:06:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8887, loss: 1.8887 +2025-05-29 21:28:27,179 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:06:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.0022, loss: 2.0022 +2025-05-29 21:29:09,994 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:05:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9147, loss: 1.9147 +2025-05-29 21:29:52,954 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:04:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8721, loss: 1.8721 +2025-05-29 21:30:35,742 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:03:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.9181, loss: 1.9181 +2025-05-29 21:31:18,576 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:03:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.9652, loss: 1.9652 +2025-05-29 21:32:01,417 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 15:02:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9956, loss: 1.9956 +2025-05-29 21:32:44,378 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 15:01:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8706, loss: 1.8706 +2025-05-29 21:33:27,290 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 15:00:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9855, loss: 1.9855 +2025-05-29 21:34:10,169 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 15:00:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.8367, loss: 1.8367 +2025-05-29 21:34:53,021 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:59:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8917, loss: 1.8917 +2025-05-29 21:35:35,899 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:58:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.9143, loss: 1.9143 +2025-05-29 21:36:18,805 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:57:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8614, loss: 1.8614 +2025-05-29 21:37:01,595 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:57:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9311, loss: 1.9311 +2025-05-29 21:37:44,374 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:56:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.9096, loss: 1.9096 +2025-05-29 21:38:27,202 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:55:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.8554, loss: 1.8554 +2025-05-29 21:39:10,015 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:55:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9088, loss: 1.9088 +2025-05-29 21:39:52,741 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:54:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.8882, loss: 1.8882 +2025-05-29 21:40:35,454 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:53:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0003, loss: 2.0003 +2025-05-29 21:41:18,122 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9698, loss: 1.9698 +2025-05-29 21:41:21,161 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-29 21:42:36,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:42:37,015 - pyskl - INFO - +top1_acc 0.8845 +top5_acc 0.9834 +2025-05-29 21:42:37,017 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8845, top5_acc: 0.9834 +2025-05-29 21:43:41,434 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:52:10, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8604, loss: 1.8604 +2025-05-29 21:44:24,342 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:51:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.8754, loss: 1.8754 +2025-05-29 21:45:07,151 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:50:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8114, loss: 1.8114 +2025-05-29 21:45:49,922 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:49:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8055, loss: 1.8055 +2025-05-29 21:46:32,748 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:49:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9026, loss: 1.9026 +2025-05-29 21:47:15,691 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:48:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.8519, loss: 1.8519 +2025-05-29 21:47:58,711 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:47:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8709, loss: 1.8709 +2025-05-29 21:48:41,597 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:47:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8279, loss: 1.8279 +2025-05-29 21:49:24,421 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:46:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7933, loss: 1.7933 +2025-05-29 21:50:07,366 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:45:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8759, loss: 1.8759 +2025-05-29 21:50:50,329 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:44:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.9054, loss: 1.9054 +2025-05-29 21:51:33,316 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:44:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8040, loss: 1.8040 +2025-05-29 21:52:16,364 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:43:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8249, loss: 1.8249 +2025-05-29 21:52:59,338 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:42:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.9039, loss: 1.9039 +2025-05-29 21:53:42,206 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:41:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.8703, loss: 1.8703 +2025-05-29 21:54:25,391 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:41:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7989, loss: 1.7989 +2025-05-29 21:55:08,461 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:40:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8691, loss: 1.8691 +2025-05-29 21:55:51,435 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:39:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7375, loss: 1.7375 +2025-05-29 21:56:34,194 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:38:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9483, loss: 1.9483 +2025-05-29 21:57:17,058 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:38:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9759, loss: 1.9759 +2025-05-29 21:57:59,891 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:37:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.9063, loss: 1.9063 +2025-05-29 21:58:42,713 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:36:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.9066, loss: 1.9066 +2025-05-29 21:59:25,668 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:36:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9721, loss: 1.9721 +2025-05-29 22:00:08,584 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:35:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.8497, loss: 1.8497 +2025-05-29 22:00:51,533 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:34:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9210, loss: 1.9210 +2025-05-29 22:00:54,547 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-29 22:02:10,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:02:11,065 - pyskl - INFO - +top1_acc 0.8932 +top5_acc 0.9857 +2025-05-29 22:02:11,068 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8932, top5_acc: 0.9857 +2025-05-29 22:03:15,102 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:33:57, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8598, loss: 1.8598 +2025-05-29 22:03:57,983 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:33:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.8923, loss: 1.8923 +2025-05-29 22:04:40,894 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:32:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8237, loss: 1.8237 +2025-05-29 22:05:23,707 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:31:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.8609, loss: 1.8609 +2025-05-29 22:06:06,459 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8892, loss: 1.8892 +2025-05-29 22:06:49,439 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:30:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7937, loss: 1.7937 +2025-05-29 22:07:32,545 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:29:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8779, loss: 1.8779 +2025-05-29 22:08:15,930 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:28:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8122, loss: 1.8122 +2025-05-29 22:08:58,870 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:28:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.9015, loss: 1.9015 +2025-05-29 22:09:41,670 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:27:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7763, loss: 1.7763 +2025-05-29 22:10:24,634 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:26:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.8497, loss: 1.8497 +2025-05-29 22:11:07,644 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:25:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 1.7882, loss: 1.7882 +2025-05-29 22:11:50,516 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:25:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.8699, loss: 1.8699 +2025-05-29 22:12:33,327 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:24:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8554, loss: 1.8554 +2025-05-29 22:13:16,268 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:23:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8130, loss: 1.8130 +2025-05-29 22:13:59,069 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:22:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9102, loss: 1.9102 +2025-05-29 22:14:42,043 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:22:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.8489, loss: 1.8489 +2025-05-29 22:15:24,942 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:21:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9247, loss: 1.9247 +2025-05-29 22:16:07,893 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:20:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.8209, loss: 1.8209 +2025-05-29 22:16:50,893 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:20:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.7974, loss: 1.7974 +2025-05-29 22:17:34,033 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:19:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.8169, loss: 1.8169 +2025-05-29 22:18:17,018 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:18:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 1.7582, loss: 1.7582 +2025-05-29 22:18:59,894 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:17:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.9325, loss: 1.9325 +2025-05-29 22:19:42,755 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:17:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8937, loss: 1.8937 +2025-05-29 22:20:25,643 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:16:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8926, loss: 1.8926 +2025-05-29 22:20:28,647 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-29 22:21:44,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:21:45,065 - pyskl - INFO - +top1_acc 0.8863 +top5_acc 0.9842 +2025-05-29 22:21:45,067 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8863, top5_acc: 0.9842 +2025-05-29 22:22:49,199 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:15:44, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.7920, loss: 1.7920 +2025-05-29 22:23:32,088 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:15:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.7429, loss: 1.7429 +2025-05-29 22:24:15,211 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:14:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.8132, loss: 1.8132 +2025-05-29 22:24:58,167 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:13:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.7911, loss: 1.7911 +2025-05-29 22:25:41,102 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:12:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7626, loss: 1.7626 +2025-05-29 22:26:24,030 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:12:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7425, loss: 1.7425 +2025-05-29 22:27:06,988 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:11:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.8336, loss: 1.8336 +2025-05-29 22:27:49,937 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:10:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.8224, loss: 1.8224 +2025-05-29 22:28:32,893 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:09:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.8486, loss: 1.8486 +2025-05-29 22:29:15,760 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:09:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.8979, loss: 1.8979 +2025-05-29 22:29:58,652 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:08:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8995, loss: 1.8995 +2025-05-29 22:30:41,509 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:07:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8659, loss: 1.8659 +2025-05-29 22:31:24,435 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:06:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.8251, loss: 1.8251 +2025-05-29 22:32:07,358 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:06:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8487, loss: 1.8487 +2025-05-29 22:32:50,213 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:05:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8679, loss: 1.8679 +2025-05-29 22:33:33,211 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:04:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8142, loss: 1.8142 +2025-05-29 22:34:16,172 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:04:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7993, loss: 1.7993 +2025-05-29 22:34:59,158 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:03:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8621, loss: 1.8621 +2025-05-29 22:35:42,062 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:02:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.8555, loss: 1.8555 +2025-05-29 22:36:24,906 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 14:01:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8450, loss: 1.8450 +2025-05-29 22:37:07,766 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 14:01:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.8575, loss: 1.8575 +2025-05-29 22:37:50,587 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 14:00:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8631, loss: 1.8631 +2025-05-29 22:38:33,474 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:59:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.8539, loss: 1.8539 +2025-05-29 22:39:16,330 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:58:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8409, loss: 1.8409 +2025-05-29 22:39:59,214 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:58:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8546, loss: 1.8546 +2025-05-29 22:40:02,286 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-29 22:41:18,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:41:18,686 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9854 +2025-05-29 22:41:18,745 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_100.pth was removed +2025-05-29 22:41:19,781 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-05-29 22:41:19,782 - pyskl - INFO - Best top1_acc is 0.8972 at 104 epoch. +2025-05-29 22:41:19,784 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8972, top5_acc: 0.9854 +2025-05-29 22:42:23,662 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:57:31, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.8103, loss: 1.8103 +2025-05-29 22:43:06,578 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:56:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7238, loss: 1.7238 +2025-05-29 22:43:49,472 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:56:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.7654, loss: 1.7654 +2025-05-29 22:44:32,390 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:55:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.8067, loss: 1.8067 +2025-05-29 22:45:15,257 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:54:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.8026, loss: 1.8026 +2025-05-29 22:45:58,107 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:53:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9279, loss: 1.9279 +2025-05-29 22:46:41,019 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:53:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7969, loss: 1.7969 +2025-05-29 22:47:23,948 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:52:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7608, loss: 1.7608 +2025-05-29 22:48:06,860 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:51:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.7948, loss: 1.7948 +2025-05-29 22:48:49,781 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:50:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8427, loss: 1.8427 +2025-05-29 22:49:32,636 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:50:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.8220, loss: 1.8220 +2025-05-29 22:50:15,510 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:49:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.9186, loss: 1.9186 +2025-05-29 22:50:58,350 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:48:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.8176, loss: 1.8176 +2025-05-29 22:51:41,176 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:48:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8342, loss: 1.8342 +2025-05-29 22:52:24,002 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:47:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8173, loss: 1.8173 +2025-05-29 22:53:06,990 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:46:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7812, loss: 1.7812 +2025-05-29 22:53:49,819 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:45:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7567, loss: 1.7567 +2025-05-29 22:54:32,532 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:45:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.8095, loss: 1.8095 +2025-05-29 22:55:15,286 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:44:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8492, loss: 1.8492 +2025-05-29 22:55:58,092 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:43:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.8854, loss: 1.8854 +2025-05-29 22:56:41,193 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:42:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.8680, loss: 1.8680 +2025-05-29 22:57:24,117 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:42:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8522, loss: 1.8522 +2025-05-29 22:58:06,803 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:41:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.8249, loss: 1.8249 +2025-05-29 22:58:49,606 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:40:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.8563, loss: 1.8563 +2025-05-29 22:59:32,550 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:39:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.8725, loss: 1.8725 +2025-05-29 22:59:35,606 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-29 23:08:19,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:08:19,418 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9831 +2025-05-29 23:08:19,420 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8946, top5_acc: 0.9831 +2025-05-29 23:09:23,679 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:39:18, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7930, loss: 1.7930 +2025-05-29 23:10:06,654 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:38:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.7636, loss: 1.7636 +2025-05-29 23:10:49,426 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:37:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7857, loss: 1.7857 +2025-05-29 23:11:32,277 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:37:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8134, loss: 1.8134 +2025-05-29 23:12:15,118 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:36:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.8316, loss: 1.8316 +2025-05-29 23:12:57,914 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:35:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.7760, loss: 1.7760 +2025-05-29 23:13:40,825 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:34:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.8019, loss: 1.8019 +2025-05-29 23:14:23,638 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:34:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.7835, loss: 1.7835 +2025-05-29 23:15:06,497 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:33:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8244, loss: 1.8244 +2025-05-29 23:15:49,304 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:32:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7656, loss: 1.7656 +2025-05-29 23:16:32,087 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:31:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 1.8469, loss: 1.8469 +2025-05-29 23:17:14,991 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:31:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7706, loss: 1.7706 +2025-05-29 23:17:57,885 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7236, loss: 1.7236 +2025-05-29 23:18:40,772 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:29:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8171, loss: 1.8171 +2025-05-29 23:19:23,638 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:29:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8744, loss: 1.8744 +2025-05-29 23:20:06,498 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:28:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.7190, loss: 1.7190 +2025-05-29 23:20:49,344 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:27:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8079, loss: 1.8079 +2025-05-29 23:21:32,218 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:26:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.7752, loss: 1.7752 +2025-05-29 23:22:15,041 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:26:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7573, loss: 1.7573 +2025-05-29 23:22:57,816 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:25:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.8516, loss: 1.8516 +2025-05-29 23:23:40,673 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:24:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.8273, loss: 1.8273 +2025-05-29 23:24:23,498 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:23:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8051, loss: 1.8051 +2025-05-29 23:25:06,330 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:23:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8189, loss: 1.8189 +2025-05-29 23:25:49,089 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:22:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8325, loss: 1.8325 +2025-05-29 23:26:31,742 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:21:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.8080, loss: 1.8080 +2025-05-29 23:26:34,729 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-29 23:27:51,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:27:51,093 - pyskl - INFO - +top1_acc 0.8968 +top5_acc 0.9833 +2025-05-29 23:27:51,096 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8968, top5_acc: 0.9833 +2025-05-29 23:28:54,956 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:21:04, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7526, loss: 1.7526 +2025-05-29 23:29:37,801 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:20:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7138, loss: 1.7138 +2025-05-29 23:30:20,567 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:19:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7084, loss: 1.7084 +2025-05-29 23:31:03,400 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:18:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7420, loss: 1.7420 +2025-05-29 23:31:46,181 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:18:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7912, loss: 1.7912 +2025-05-29 23:32:28,903 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:17:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7880, loss: 1.7880 +2025-05-29 23:33:11,755 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:16:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8025, loss: 1.8025 +2025-05-29 23:33:54,726 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:15:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7343, loss: 1.7343 +2025-05-29 23:34:37,679 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:15:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7630, loss: 1.7630 +2025-05-29 23:35:20,532 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:14:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.7148, loss: 1.7148 +2025-05-29 23:36:03,246 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:13:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.8141, loss: 1.8141 +2025-05-29 23:36:46,165 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:13:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.7844, loss: 1.7844 +2025-05-29 23:37:29,111 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:12:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7508, loss: 1.7508 +2025-05-29 23:38:11,970 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:11:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8850, loss: 1.8850 +2025-05-29 23:38:54,735 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:10:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7899, loss: 1.7899 +2025-05-29 23:39:37,670 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:10:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7446, loss: 1.7446 +2025-05-29 23:40:20,515 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:09:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.8270, loss: 1.8270 +2025-05-29 23:41:03,135 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:08:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8129, loss: 1.8129 +2025-05-29 23:41:46,028 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:07:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7682, loss: 1.7682 +2025-05-29 23:42:28,850 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:07:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7663, loss: 1.7663 +2025-05-29 23:43:11,671 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:06:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7839, loss: 1.7839 +2025-05-29 23:43:54,591 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:05:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7510, loss: 1.7510 +2025-05-29 23:44:37,335 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:04:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.8741, loss: 1.8741 +2025-05-29 23:45:20,162 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:04:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8058, loss: 1.8058 +2025-05-29 23:46:03,033 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:03:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.8158, loss: 1.8158 +2025-05-29 23:46:06,063 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-29 23:47:22,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:47:22,538 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9829 +2025-05-29 23:47:22,540 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8928, top5_acc: 0.9829 +2025-05-29 23:48:26,883 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:02:50, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7366, loss: 1.7366 +2025-05-29 23:49:09,904 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 13:02:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7095, loss: 1.7095 +2025-05-29 23:49:52,814 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 13:01:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6471, loss: 1.6471 +2025-05-29 23:50:35,757 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 13:00:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.7723, loss: 1.7723 +2025-05-29 23:51:18,557 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:59:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7684, loss: 1.7684 +2025-05-29 23:52:01,405 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:59:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7636, loss: 1.7636 +2025-05-29 23:52:44,295 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:58:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6971, loss: 1.6971 +2025-05-29 23:53:27,422 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:57:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.7338, loss: 1.7338 +2025-05-29 23:54:10,304 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:56:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7277, loss: 1.7277 +2025-05-29 23:54:53,254 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:56:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8389, loss: 1.8389 +2025-05-29 23:55:36,270 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:55:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7623, loss: 1.7623 +2025-05-29 23:56:19,397 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:54:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7619, loss: 1.7619 +2025-05-29 23:57:02,247 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:54:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7488, loss: 1.7488 +2025-05-29 23:57:45,051 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:53:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7215, loss: 1.7215 +2025-05-29 23:58:27,939 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:52:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8056, loss: 1.8056 +2025-05-29 23:59:10,602 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:51:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8292, loss: 1.8292 +2025-05-29 23:59:53,231 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:51:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8403, loss: 1.8403 +2025-05-30 00:00:36,014 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:50:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.8045, loss: 1.8045 +2025-05-30 00:01:18,879 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:49:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7605, loss: 1.7605 +2025-05-30 00:02:01,862 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:48:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7514, loss: 1.7514 +2025-05-30 00:02:44,866 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:48:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7932, loss: 1.7932 +2025-05-30 00:03:27,786 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:47:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.9002, loss: 1.9002 +2025-05-30 00:04:10,693 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:46:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7997, loss: 1.7997 +2025-05-30 00:04:53,661 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:46:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7357, loss: 1.7357 +2025-05-30 00:05:36,660 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:45:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7718, loss: 1.7718 +2025-05-30 00:05:39,756 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-30 00:06:56,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:06:56,279 - pyskl - INFO - +top1_acc 0.8935 +top5_acc 0.9842 +2025-05-30 00:06:56,281 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8935, top5_acc: 0.9842 +2025-05-30 00:08:00,032 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:44:37, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7181, loss: 1.7181 +2025-05-30 00:08:42,882 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:43:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7120, loss: 1.7120 +2025-05-30 00:09:25,759 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:43:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.6251, loss: 1.6251 +2025-05-30 00:10:08,581 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.7195, loss: 1.7195 +2025-05-30 00:10:51,291 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:41:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6895, loss: 1.6895 +2025-05-30 00:11:34,306 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:40:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6940, loss: 1.6940 +2025-05-30 00:12:17,394 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:40:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6932, loss: 1.6932 +2025-05-30 00:13:00,378 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:39:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 1.6809, loss: 1.6809 +2025-05-30 00:13:43,335 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:38:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7317, loss: 1.7317 +2025-05-30 00:14:26,274 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7186, loss: 1.7186 +2025-05-30 00:15:09,257 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:37:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7074, loss: 1.7074 +2025-05-30 00:15:52,018 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:36:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7449, loss: 1.7449 +2025-05-30 00:16:34,883 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:35:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6963, loss: 1.6963 +2025-05-30 00:17:17,797 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:35:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8445, loss: 1.8445 +2025-05-30 00:18:00,790 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:34:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6779, loss: 1.6779 +2025-05-30 00:18:43,700 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:33:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6703, loss: 1.6703 +2025-05-30 00:19:26,488 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:32:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7171, loss: 1.7171 +2025-05-30 00:20:09,414 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8112, loss: 1.8112 +2025-05-30 00:20:52,240 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:31:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7019, loss: 1.7019 +2025-05-30 00:21:35,039 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:30:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7193, loss: 1.7193 +2025-05-30 00:22:17,870 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7828, loss: 1.7828 +2025-05-30 00:23:00,710 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:29:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.7314, loss: 1.7314 +2025-05-30 00:23:43,494 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:28:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.6904, loss: 1.6904 +2025-05-30 00:24:26,429 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:27:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7574, loss: 1.7574 +2025-05-30 00:25:09,434 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:27:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.8135, loss: 1.8135 +2025-05-30 00:25:12,447 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-30 00:26:29,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:26:29,089 - pyskl - INFO - +top1_acc 0.8828 +top5_acc 0.9835 +2025-05-30 00:26:29,092 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8828, top5_acc: 0.9835 +2025-05-30 00:27:33,032 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:26:23, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6702, loss: 1.6702 +2025-05-30 00:28:15,795 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:25:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6987, loss: 1.6987 +2025-05-30 00:28:58,679 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:24:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6611, loss: 1.6611 +2025-05-30 00:29:41,612 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:24:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7387, loss: 1.7387 +2025-05-30 00:30:24,442 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:23:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.6979, loss: 1.6979 +2025-05-30 00:31:07,219 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:22:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6315, loss: 1.6315 +2025-05-30 00:31:49,937 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:22:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7194, loss: 1.7194 +2025-05-30 00:32:33,125 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:21:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6918, loss: 1.6918 +2025-05-30 00:33:16,162 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:20:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6590, loss: 1.6590 +2025-05-30 00:33:59,066 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:19:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7013, loss: 1.7013 +2025-05-30 00:34:41,929 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:19:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7224, loss: 1.7224 +2025-05-30 00:35:24,827 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:18:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2025-05-30 00:36:07,671 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:17:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7434, loss: 1.7434 +2025-05-30 00:36:50,426 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:16:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6773, loss: 1.6773 +2025-05-30 00:37:33,123 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:16:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7489, loss: 1.7489 +2025-05-30 00:38:15,885 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:15:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7248, loss: 1.7248 +2025-05-30 00:38:58,673 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:14:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7514, loss: 1.7514 +2025-05-30 00:39:41,490 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:13:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6688, loss: 1.6688 +2025-05-30 00:40:24,287 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:13:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6764, loss: 1.6764 +2025-05-30 00:41:07,056 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:12:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7586, loss: 1.7586 +2025-05-30 00:41:49,686 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:11:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.7339, loss: 1.7339 +2025-05-30 00:42:32,527 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:11:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5993, loss: 1.5993 +2025-05-30 00:43:15,273 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:10:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7225, loss: 1.7225 +2025-05-30 00:43:58,031 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:09:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8154, loss: 1.8154 +2025-05-30 00:44:40,831 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:08:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.7125, loss: 1.7125 +2025-05-30 00:44:43,833 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-30 00:53:04,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:53:04,428 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9840 +2025-05-30 00:53:04,431 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8912, top5_acc: 0.9840 +2025-05-30 00:54:08,331 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:08:09, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6921, loss: 1.6921 +2025-05-30 00:54:51,158 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:07:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6718, loss: 1.6718 +2025-05-30 00:55:34,018 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:06:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6794, loss: 1.6794 +2025-05-30 00:56:16,761 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:05:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.6574, loss: 1.6574 +2025-05-30 00:56:59,487 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:05:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5960, loss: 1.5960 +2025-05-30 00:57:42,248 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:04:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6595, loss: 1.6595 +2025-05-30 00:58:25,104 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:03:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7021, loss: 1.7021 +2025-05-30 00:59:07,975 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:03:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.5798, loss: 1.5798 +2025-05-30 00:59:50,826 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:02:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6451, loss: 1.6451 +2025-05-30 01:00:33,611 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 12:01:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7058, loss: 1.7058 +2025-05-30 01:01:16,423 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 12:00:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6340, loss: 1.6340 +2025-05-30 01:01:59,278 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 12:00:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6924, loss: 1.6924 +2025-05-30 01:02:41,955 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:59:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6573, loss: 1.6573 +2025-05-30 01:03:24,796 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:58:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.7378, loss: 1.7378 +2025-05-30 01:04:07,515 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:57:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6914, loss: 1.6914 +2025-05-30 01:04:50,394 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:57:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6868, loss: 1.6868 +2025-05-30 01:05:33,323 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:56:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7630, loss: 1.7630 +2025-05-30 01:06:16,151 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:55:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6844, loss: 1.6844 +2025-05-30 01:06:58,997 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:54:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.7470, loss: 1.7470 +2025-05-30 01:07:41,853 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:54:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6994, loss: 1.6994 +2025-05-30 01:08:24,643 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:53:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7126, loss: 1.7126 +2025-05-30 01:09:07,328 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6785, loss: 1.6785 +2025-05-30 01:09:50,046 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:52:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7519, loss: 1.7519 +2025-05-30 01:10:32,710 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:51:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7275, loss: 1.7275 +2025-05-30 01:11:15,422 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:50:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6977, loss: 1.6977 +2025-05-30 01:11:18,463 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-30 01:12:34,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:12:34,809 - pyskl - INFO - +top1_acc 0.8944 +top5_acc 0.9830 +2025-05-30 01:12:34,811 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8944, top5_acc: 0.9830 +2025-05-30 01:13:38,447 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:49:55, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6772, loss: 1.6772 +2025-05-30 01:14:21,217 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:49:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6469, loss: 1.6469 +2025-05-30 01:15:03,823 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:48:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6339, loss: 1.6339 +2025-05-30 01:15:46,443 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:47:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.6094, loss: 1.6094 +2025-05-30 01:16:29,278 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:46:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5874, loss: 1.5874 +2025-05-30 01:17:12,007 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:46:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6736, loss: 1.6736 +2025-05-30 01:17:54,754 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:45:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5273, loss: 1.5273 +2025-05-30 01:18:37,505 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:44:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6438, loss: 1.6438 +2025-05-30 01:19:20,384 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:44:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6628, loss: 1.6628 +2025-05-30 01:20:03,270 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:43:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6790, loss: 1.6790 +2025-05-30 01:20:46,091 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:42:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.6562, loss: 1.6562 +2025-05-30 01:21:28,793 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:41:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7268, loss: 1.7268 +2025-05-30 01:22:11,534 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:41:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6841, loss: 1.6841 +2025-05-30 01:22:54,220 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:40:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6777, loss: 1.6777 +2025-05-30 01:23:36,920 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:39:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6846, loss: 1.6846 +2025-05-30 01:24:19,686 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:38:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6449, loss: 1.6449 +2025-05-30 01:25:02,537 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:38:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6342, loss: 1.6342 +2025-05-30 01:25:45,290 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:37:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7189, loss: 1.7189 +2025-05-30 01:26:28,175 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:36:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6457, loss: 1.6457 +2025-05-30 01:27:11,018 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:36:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7474, loss: 1.7474 +2025-05-30 01:27:53,820 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6128, loss: 1.6128 +2025-05-30 01:28:36,655 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:34:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7263, loss: 1.7263 +2025-05-30 01:29:19,474 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:33:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6218, loss: 1.6218 +2025-05-30 01:30:02,204 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:33:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.6927, loss: 1.6927 +2025-05-30 01:30:44,966 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:32:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6726, loss: 1.6726 +2025-05-30 01:30:47,997 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-30 01:32:04,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:32:04,392 - pyskl - INFO - +top1_acc 0.8974 +top5_acc 0.9833 +2025-05-30 01:32:04,446 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_104.pth was removed +2025-05-30 01:32:05,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-05-30 01:32:05,429 - pyskl - INFO - Best top1_acc is 0.8974 at 112 epoch. +2025-05-30 01:32:05,432 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8974, top5_acc: 0.9833 +2025-05-30 01:33:09,550 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:31:41, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6792, loss: 1.6792 +2025-05-30 01:33:52,400 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:30:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5609, loss: 1.5609 +2025-05-30 01:34:35,378 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:30:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6337, loss: 1.6337 +2025-05-30 01:35:18,110 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6446, loss: 1.6446 +2025-05-30 01:36:00,785 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:28:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7130, loss: 1.7130 +2025-05-30 01:36:43,510 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:28:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6396, loss: 1.6396 +2025-05-30 01:37:26,245 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:27:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6450, loss: 1.6450 +2025-05-30 01:38:09,069 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:26:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7796, loss: 1.7796 +2025-05-30 01:38:51,833 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:25:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6977, loss: 1.6977 +2025-05-30 01:39:34,599 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:25:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6099, loss: 1.6099 +2025-05-30 01:40:17,508 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:24:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.6549, loss: 1.6549 +2025-05-30 01:41:00,286 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:23:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6676, loss: 1.6676 +2025-05-30 01:41:42,732 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:22:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6691, loss: 1.6691 +2025-05-30 01:42:25,557 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:22:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6298, loss: 1.6298 +2025-05-30 01:43:08,296 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:21:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5606, loss: 1.5606 +2025-05-30 01:43:50,673 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:20:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6347, loss: 1.6347 +2025-05-30 01:44:33,407 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:19:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6493, loss: 1.6493 +2025-05-30 01:45:16,262 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:19:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.5899, loss: 1.5899 +2025-05-30 01:45:58,904 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:18:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 +2025-05-30 01:46:41,700 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:17:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6946, loss: 1.6946 +2025-05-30 01:47:24,514 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:17:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6220, loss: 1.6220 +2025-05-30 01:48:07,403 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:16:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6286, loss: 1.6286 +2025-05-30 01:48:50,360 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:15:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6740, loss: 1.6740 +2025-05-30 01:49:33,214 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:14:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6642, loss: 1.6642 +2025-05-30 01:50:15,966 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:14:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7149, loss: 1.7149 +2025-05-30 01:50:19,000 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-30 01:51:35,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:51:35,372 - pyskl - INFO - +top1_acc 0.9011 +top5_acc 0.9850 +2025-05-30 01:51:35,427 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_112.pth was removed +2025-05-30 01:51:36,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-30 01:51:36,532 - pyskl - INFO - Best top1_acc is 0.9011 at 113 epoch. +2025-05-30 01:51:36,534 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.9011, top5_acc: 0.9850 +2025-05-30 01:52:40,985 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:13:27, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5820, loss: 1.5820 +2025-05-30 01:53:24,025 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:12:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6239, loss: 1.6239 +2025-05-30 01:54:07,019 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:11:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5928, loss: 1.5928 +2025-05-30 01:54:49,818 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:11:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-05-30 01:55:32,880 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:10:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6109, loss: 1.6109 +2025-05-30 01:56:15,690 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:09:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5949, loss: 1.5949 +2025-05-30 01:56:58,543 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:09:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5662, loss: 1.5662 +2025-05-30 01:57:41,473 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:08:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2025-05-30 01:58:24,422 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:07:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5807, loss: 1.5807 +2025-05-30 01:59:07,507 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:06:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6134, loss: 1.6134 +2025-05-30 01:59:50,653 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:06:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6393, loss: 1.6393 +2025-05-30 02:00:33,422 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:05:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5980, loss: 1.5980 +2025-05-30 02:01:16,321 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:04:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5853, loss: 1.5853 +2025-05-30 02:01:59,590 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:03:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6281, loss: 1.6281 +2025-05-30 02:02:42,522 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:03:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5990, loss: 1.5990 +2025-05-30 02:03:25,480 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5597, loss: 1.5597 +2025-05-30 02:04:08,392 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 11:01:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6251, loss: 1.6251 +2025-05-30 02:04:51,394 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 11:01:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6277, loss: 1.6277 +2025-05-30 02:05:34,438 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 11:00:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6636, loss: 1.6636 +2025-05-30 02:06:17,391 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:59:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.6600, loss: 1.6600 +2025-05-30 02:07:00,406 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:58:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6521, loss: 1.6521 +2025-05-30 02:07:43,371 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:58:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5974, loss: 1.5974 +2025-05-30 02:08:26,579 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:57:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6132, loss: 1.6132 +2025-05-30 02:09:09,723 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:56:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6801, loss: 1.6801 +2025-05-30 02:09:52,822 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:55:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.5852, loss: 1.5852 +2025-05-30 02:09:55,856 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-30 02:11:12,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:11:12,121 - pyskl - INFO - +top1_acc 0.8994 +top5_acc 0.9850 +2025-05-30 02:11:12,123 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8994, top5_acc: 0.9850 +2025-05-30 02:12:16,235 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:55:14, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6300, loss: 1.6300 +2025-05-30 02:12:59,119 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:54:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.5760, loss: 1.5760 +2025-05-30 02:13:42,119 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:53:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5041, loss: 1.5041 +2025-05-30 02:14:25,075 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:53:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5720, loss: 1.5720 +2025-05-30 02:15:08,113 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:52:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-05-30 02:15:50,858 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:51:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4810, loss: 1.4810 +2025-05-30 02:16:33,739 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:50:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-05-30 02:17:16,509 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:50:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-05-30 02:17:59,106 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:49:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5616, loss: 1.5616 +2025-05-30 02:18:42,211 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:48:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4905, loss: 1.4905 +2025-05-30 02:19:25,285 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:47:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5844, loss: 1.5844 +2025-05-30 02:20:08,030 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:47:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5987, loss: 1.5987 +2025-05-30 02:20:50,809 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:46:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-05-30 02:21:33,797 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:45:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5564, loss: 1.5564 +2025-05-30 02:22:16,683 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:45:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.6007, loss: 1.6007 +2025-05-30 02:22:59,617 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:44:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.6243, loss: 1.6243 +2025-05-30 02:23:42,369 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:43:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6284, loss: 1.6284 +2025-05-30 02:24:25,177 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:42:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5802, loss: 1.5802 +2025-05-30 02:25:07,946 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:42:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6297, loss: 1.6297 +2025-05-30 02:25:50,711 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:41:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6379, loss: 1.6379 +2025-05-30 02:26:33,438 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:40:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5568, loss: 1.5568 +2025-05-30 02:27:16,226 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:39:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5684, loss: 1.5684 +2025-05-30 02:27:58,924 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:39:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2025-05-30 02:28:41,638 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:38:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.6454, loss: 1.6454 +2025-05-30 02:29:24,349 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5361, loss: 1.5361 +2025-05-30 02:29:27,412 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-30 02:38:18,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:38:18,503 - pyskl - INFO - +top1_acc 0.9041 +top5_acc 0.9858 +2025-05-30 02:38:18,573 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_113.pth was removed +2025-05-30 02:38:19,754 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-30 02:38:19,755 - pyskl - INFO - Best top1_acc is 0.9041 at 115 epoch. +2025-05-30 02:38:19,757 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.9041, top5_acc: 0.9858 +2025-05-30 02:39:25,109 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:37:01, time: 0.653, data_time: 0.222, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6097, loss: 1.6097 +2025-05-30 02:40:07,990 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:36:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5356, loss: 1.5356 +2025-05-30 02:40:51,143 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:35:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5253, loss: 1.5253 +2025-05-30 02:41:34,265 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:34:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4883, loss: 1.4883 +2025-05-30 02:42:17,314 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:34:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5445, loss: 1.5445 +2025-05-30 02:43:00,333 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:33:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-05-30 02:43:43,130 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:32:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5929, loss: 1.5929 +2025-05-30 02:44:25,978 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:31:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5830, loss: 1.5830 +2025-05-30 02:45:08,766 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:31:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5799, loss: 1.5799 +2025-05-30 02:45:51,581 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:30:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5964, loss: 1.5964 +2025-05-30 02:46:34,445 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:29:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5740, loss: 1.5740 +2025-05-30 02:47:17,357 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:28:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5221, loss: 1.5221 +2025-05-30 02:48:00,260 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:28:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-05-30 02:48:43,053 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:27:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5674, loss: 1.5674 +2025-05-30 02:49:25,981 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:26:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6357, loss: 1.6357 +2025-05-30 02:50:08,890 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:26:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6006, loss: 1.6006 +2025-05-30 02:50:51,830 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:25:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5109, loss: 1.5109 +2025-05-30 02:51:34,634 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:24:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5713, loss: 1.5713 +2025-05-30 02:52:17,446 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:23:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6291, loss: 1.6291 +2025-05-30 02:53:00,263 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:23:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6427, loss: 1.6427 +2025-05-30 02:53:42,904 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:22:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6317, loss: 1.6317 +2025-05-30 02:54:25,747 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:21:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-05-30 02:55:08,507 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:20:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6432, loss: 1.6432 +2025-05-30 02:55:51,275 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:20:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5921, loss: 1.5921 +2025-05-30 02:56:34,020 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:19:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5666, loss: 1.5666 +2025-05-30 02:56:37,132 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-30 02:57:53,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:57:54,063 - pyskl - INFO - +top1_acc 0.8996 +top5_acc 0.9856 +2025-05-30 02:57:54,065 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8996, top5_acc: 0.9856 +2025-05-30 02:58:58,458 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:18:48, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4851, loss: 1.4851 +2025-05-30 02:59:41,494 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:18:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5749, loss: 1.5749 +2025-05-30 03:00:24,351 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:17:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.6098, loss: 1.6098 +2025-05-30 03:01:07,146 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:16:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-05-30 03:01:50,073 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:15:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5246, loss: 1.5246 +2025-05-30 03:02:32,981 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:15:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5140, loss: 1.5140 +2025-05-30 03:03:15,809 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:14:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.5435, loss: 1.5435 +2025-05-30 03:03:58,681 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:13:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4515, loss: 1.4515 +2025-05-30 03:04:41,458 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:12:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5744, loss: 1.5744 +2025-05-30 03:05:24,216 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:12:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5942, loss: 1.5942 +2025-05-30 03:06:07,270 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:11:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5341, loss: 1.5341 +2025-05-30 03:06:50,313 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:10:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5825, loss: 1.5825 +2025-05-30 03:07:33,197 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:10:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5580, loss: 1.5580 +2025-05-30 03:08:16,114 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:09:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5676, loss: 1.5676 +2025-05-30 03:08:59,005 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:08:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-05-30 03:09:41,893 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:07:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.5649, loss: 1.5649 +2025-05-30 03:10:24,768 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:07:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5118, loss: 1.5118 +2025-05-30 03:11:07,649 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:06:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-05-30 03:11:50,477 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:05:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5414, loss: 1.5414 +2025-05-30 03:12:33,281 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:04:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5731, loss: 1.5731 +2025-05-30 03:13:16,116 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:04:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5102, loss: 1.5102 +2025-05-30 03:13:58,941 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:03:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.6379, loss: 1.6379 +2025-05-30 03:14:41,794 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:02:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5484, loss: 1.5484 +2025-05-30 03:15:24,570 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:01:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5846, loss: 1.5846 +2025-05-30 03:16:07,361 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 10:01:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5904, loss: 1.5904 +2025-05-30 03:16:10,369 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-30 03:17:26,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:17:26,767 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9857 +2025-05-30 03:17:26,822 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_115.pth was removed +2025-05-30 03:17:27,886 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-05-30 03:17:27,887 - pyskl - INFO - Best top1_acc is 0.9048 at 117 epoch. +2025-05-30 03:17:27,889 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.9048, top5_acc: 0.9857 +2025-05-30 03:18:31,887 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 10:00:34, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-05-30 03:19:14,722 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:59:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4351, loss: 1.4351 +2025-05-30 03:19:57,621 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:59:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5136, loss: 1.5136 +2025-05-30 03:20:40,509 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:58:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5182, loss: 1.5182 +2025-05-30 03:21:23,446 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:57:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5232, loss: 1.5232 +2025-05-30 03:22:06,559 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:56:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5387, loss: 1.5387 +2025-05-30 03:22:49,855 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:56:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4971, loss: 1.4971 +2025-05-30 03:23:33,021 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:55:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4741, loss: 1.4741 +2025-05-30 03:24:16,034 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:54:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4960, loss: 1.4960 +2025-05-30 03:24:58,996 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:54:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5202, loss: 1.5202 +2025-05-30 03:25:42,200 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:53:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5013, loss: 1.5013 +2025-05-30 03:26:25,430 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:52:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4753, loss: 1.4753 +2025-05-30 03:27:08,470 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:51:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4971, loss: 1.4971 +2025-05-30 03:27:51,414 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:51:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5236, loss: 1.5236 +2025-05-30 03:28:34,304 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:50:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5534, loss: 1.5534 +2025-05-30 03:29:17,241 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:49:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5447, loss: 1.5447 +2025-05-30 03:30:00,266 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:48:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5291, loss: 1.5291 +2025-05-30 03:30:43,221 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5735, loss: 1.5735 +2025-05-30 03:31:26,199 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:47:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5536, loss: 1.5536 +2025-05-30 03:32:09,151 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:46:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5336, loss: 1.5336 +2025-05-30 03:32:52,065 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:45:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5236, loss: 1.5236 +2025-05-30 03:33:35,082 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:45:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5184, loss: 1.5184 +2025-05-30 03:34:18,078 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:44:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5087, loss: 1.5087 +2025-05-30 03:35:01,081 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:43:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4857, loss: 1.4857 +2025-05-30 03:35:43,875 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:43:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4901, loss: 1.4901 +2025-05-30 03:35:46,862 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-30 03:37:03,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:37:03,285 - pyskl - INFO - +top1_acc 0.9076 +top5_acc 0.9858 +2025-05-30 03:37:03,339 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_117.pth was removed +2025-05-30 03:37:04,328 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-30 03:37:04,329 - pyskl - INFO - Best top1_acc is 0.9076 at 118 epoch. +2025-05-30 03:37:04,331 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.9076, top5_acc: 0.9858 +2025-05-30 03:38:08,405 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:42:22, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5414, loss: 1.5414 +2025-05-30 03:38:51,255 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:41:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5075, loss: 1.5075 +2025-05-30 03:39:34,109 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:40:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4872, loss: 1.4872 +2025-05-30 03:40:16,806 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:40:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4947, loss: 1.4947 +2025-05-30 03:40:59,709 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:39:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4658, loss: 1.4658 +2025-05-30 03:41:42,663 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:38:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5120, loss: 1.5120 +2025-05-30 03:42:25,651 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:37:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4746, loss: 1.4746 +2025-05-30 03:43:08,721 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:37:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4517, loss: 1.4517 +2025-05-30 03:43:51,622 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:36:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4875, loss: 1.4875 +2025-05-30 03:44:34,580 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:35:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5223, loss: 1.5223 +2025-05-30 03:45:17,575 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:35:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4926, loss: 1.4926 +2025-05-30 03:46:00,478 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:34:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4831, loss: 1.4831 +2025-05-30 03:46:43,389 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:33:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5510, loss: 1.5510 +2025-05-30 03:47:26,245 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:32:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4889, loss: 1.4889 +2025-05-30 03:48:09,101 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:32:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5004, loss: 1.5004 +2025-05-30 03:48:52,002 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:31:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4800, loss: 1.4800 +2025-05-30 03:49:34,987 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:30:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5033, loss: 1.5033 +2025-05-30 03:50:17,950 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:29:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4559, loss: 1.4559 +2025-05-30 03:51:00,860 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:29:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4723, loss: 1.4723 +2025-05-30 03:51:43,693 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:28:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.5092, loss: 1.5092 +2025-05-30 03:52:26,517 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:27:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4770, loss: 1.4770 +2025-05-30 03:53:09,366 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:27:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5015, loss: 1.5015 +2025-05-30 03:53:52,191 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:26:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4542, loss: 1.4542 +2025-05-30 03:54:35,015 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:25:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4963, loss: 1.4963 +2025-05-30 03:55:17,847 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:24:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5203, loss: 1.5203 +2025-05-30 03:55:20,909 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-30 03:56:37,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:56:37,460 - pyskl - INFO - +top1_acc 0.9056 +top5_acc 0.9851 +2025-05-30 03:56:37,463 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.9056, top5_acc: 0.9851 +2025-05-30 03:57:41,626 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:24:09, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5133, loss: 1.5133 +2025-05-30 03:58:24,303 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:23:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-05-30 03:59:07,138 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:22:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4742, loss: 1.4742 +2025-05-30 03:59:50,135 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:21:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4394, loss: 1.4394 +2025-05-30 04:00:32,917 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:21:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-05-30 04:01:15,751 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:20:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.4331, loss: 1.4331 +2025-05-30 04:01:58,554 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:19:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4691, loss: 1.4691 +2025-05-30 04:02:41,490 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:19:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4716, loss: 1.4716 +2025-05-30 04:03:24,437 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:18:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4169, loss: 1.4169 +2025-05-30 04:04:07,344 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:17:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5207, loss: 1.5207 +2025-05-30 04:04:50,252 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:16:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4427, loss: 1.4427 +2025-05-30 04:05:33,065 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:16:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3949, loss: 1.3949 +2025-05-30 04:06:15,930 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:15:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5105, loss: 1.5105 +2025-05-30 04:06:58,858 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:14:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5050, loss: 1.5050 +2025-05-30 04:07:41,735 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:13:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4736, loss: 1.4736 +2025-05-30 04:08:24,670 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:13:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4863, loss: 1.4863 +2025-05-30 04:09:07,433 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:12:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4460, loss: 1.4460 +2025-05-30 04:09:50,213 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:11:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4777, loss: 1.4777 +2025-05-30 04:10:32,990 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:11:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-05-30 04:11:16,229 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:10:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4521, loss: 1.4521 +2025-05-30 04:11:59,725 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:09:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4170, loss: 1.4170 +2025-05-30 04:12:43,090 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:08:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-05-30 04:13:26,360 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:08:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5598, loss: 1.5598 +2025-05-30 04:14:09,411 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:07:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5372, loss: 1.5372 +2025-05-30 04:14:52,417 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:06:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4344, loss: 1.4344 +2025-05-30 04:14:55,417 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-30 04:24:02,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:24:02,280 - pyskl - INFO - +top1_acc 0.9023 +top5_acc 0.9849 +2025-05-30 04:24:02,283 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9023, top5_acc: 0.9849 +2025-05-30 04:25:06,069 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:05:56, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-05-30 04:25:48,848 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:05:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4134, loss: 1.4134 +2025-05-30 04:26:31,853 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:04:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3853, loss: 1.3853 +2025-05-30 04:27:14,654 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:03:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4376, loss: 1.4376 +2025-05-30 04:27:57,407 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:03:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4160, loss: 1.4160 +2025-05-30 04:28:40,140 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:02:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3422, loss: 1.3422 +2025-05-30 04:29:22,921 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 9:01:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-05-30 04:30:05,758 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 9:00:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5087, loss: 1.5087 +2025-05-30 04:30:48,539 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 9:00:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4191, loss: 1.4191 +2025-05-30 04:31:31,475 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:59:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4729, loss: 1.4729 +2025-05-30 04:32:14,356 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:58:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4431, loss: 1.4431 +2025-05-30 04:32:57,122 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:57:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4313, loss: 1.4313 +2025-05-30 04:33:39,857 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:57:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4132, loss: 1.4132 +2025-05-30 04:34:22,574 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:56:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-05-30 04:35:05,337 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:55:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4782, loss: 1.4782 +2025-05-30 04:35:48,107 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:54:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4483, loss: 1.4483 +2025-05-30 04:36:30,825 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:54:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4349, loss: 1.4349 +2025-05-30 04:37:13,583 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:53:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4377, loss: 1.4377 +2025-05-30 04:37:56,268 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4190, loss: 1.4190 +2025-05-30 04:38:38,949 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:52:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3988, loss: 1.3988 +2025-05-30 04:39:21,707 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:51:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4602, loss: 1.4602 +2025-05-30 04:40:04,466 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:50:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3798, loss: 1.3798 +2025-05-30 04:40:47,131 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:49:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4808, loss: 1.4808 +2025-05-30 04:41:29,778 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:49:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4258, loss: 1.4258 +2025-05-30 04:42:12,407 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:48:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-05-30 04:42:15,434 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-30 04:43:32,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:43:32,243 - pyskl - INFO - +top1_acc 0.9133 +top5_acc 0.9865 +2025-05-30 04:43:32,298 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_118.pth was removed +2025-05-30 04:43:33,302 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-05-30 04:43:33,302 - pyskl - INFO - Best top1_acc is 0.9133 at 121 epoch. +2025-05-30 04:43:33,305 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9133, top5_acc: 0.9865 +2025-05-30 04:44:37,321 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:47:42, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4043, loss: 1.4043 +2025-05-30 04:45:20,139 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:46:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-05-30 04:46:02,900 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:46:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4266, loss: 1.4266 +2025-05-30 04:46:45,450 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:45:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-05-30 04:47:28,287 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4823, loss: 1.4823 +2025-05-30 04:48:11,050 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:44:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4454, loss: 1.4454 +2025-05-30 04:48:53,788 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:43:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3776, loss: 1.3776 +2025-05-30 04:49:36,547 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:42:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3605, loss: 1.3605 +2025-05-30 04:50:19,323 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:41:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4433, loss: 1.4433 +2025-05-30 04:51:01,935 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:41:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4204, loss: 1.4204 +2025-05-30 04:51:44,717 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:40:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-05-30 04:52:27,667 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:39:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4402, loss: 1.4402 +2025-05-30 04:53:10,506 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:38:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-30 04:53:53,441 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:38:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4001, loss: 1.4001 +2025-05-30 04:54:36,353 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:37:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4203, loss: 1.4203 +2025-05-30 04:55:19,187 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:36:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4237, loss: 1.4237 +2025-05-30 04:56:02,013 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4501, loss: 1.4501 +2025-05-30 04:56:44,762 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:35:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-05-30 04:57:27,634 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:34:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4550, loss: 1.4550 +2025-05-30 04:58:10,508 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:33:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4476, loss: 1.4476 +2025-05-30 04:58:53,366 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:33:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4197, loss: 1.4197 +2025-05-30 04:59:36,217 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:32:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3986, loss: 1.3986 +2025-05-30 05:00:19,077 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:31:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.4202, loss: 1.4202 +2025-05-30 05:01:01,971 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:30:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4134, loss: 1.4134 +2025-05-30 05:01:44,835 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:30:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-05-30 05:01:47,833 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-30 05:03:04,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:03:04,319 - pyskl - INFO - +top1_acc 0.9072 +top5_acc 0.9856 +2025-05-30 05:03:04,322 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.9072, top5_acc: 0.9856 +2025-05-30 05:04:08,387 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:29:28, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3756, loss: 1.3756 +2025-05-30 05:04:51,174 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:28:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-05-30 05:05:33,966 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:28:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4369, loss: 1.4369 +2025-05-30 05:06:16,754 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:27:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3895, loss: 1.3895 +2025-05-30 05:06:59,585 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:26:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3992, loss: 1.3992 +2025-05-30 05:07:42,479 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:25:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3525, loss: 1.3525 +2025-05-30 05:08:25,369 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:25:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3897, loss: 1.3897 +2025-05-30 05:09:08,344 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:24:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-05-30 05:09:51,199 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:23:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3797, loss: 1.3797 +2025-05-30 05:10:34,103 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:22:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4415, loss: 1.4415 +2025-05-30 05:11:17,042 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:22:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3794, loss: 1.3794 +2025-05-30 05:11:59,911 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:21:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4013, loss: 1.4013 +2025-05-30 05:12:42,781 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:20:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4376, loss: 1.4376 +2025-05-30 05:13:25,795 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:19:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-05-30 05:14:08,539 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:19:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3932, loss: 1.3932 +2025-05-30 05:14:51,252 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:18:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3807, loss: 1.3807 +2025-05-30 05:15:33,961 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:17:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4083, loss: 1.4083 +2025-05-30 05:16:16,718 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:17:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4063, loss: 1.4063 +2025-05-30 05:16:59,474 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:16:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3630, loss: 1.3630 +2025-05-30 05:17:42,194 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:15:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3830, loss: 1.3830 +2025-05-30 05:18:24,812 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:14:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-05-30 05:19:07,394 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:14:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3989, loss: 1.3989 +2025-05-30 05:19:50,112 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:13:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4270, loss: 1.4270 +2025-05-30 05:20:32,829 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:12:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3768, loss: 1.3768 +2025-05-30 05:21:15,544 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:11:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4089, loss: 1.4089 +2025-05-30 05:21:18,575 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-30 05:22:35,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:22:35,105 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9860 +2025-05-30 05:22:35,107 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9043, top5_acc: 0.9860 +2025-05-30 05:23:39,087 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:11:14, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3922, loss: 1.3922 +2025-05-30 05:24:21,977 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:10:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3158, loss: 1.3158 +2025-05-30 05:25:04,850 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:09:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-05-30 05:25:47,678 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:09:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-05-30 05:26:30,514 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:08:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3966, loss: 1.3966 +2025-05-30 05:27:13,339 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:07:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3111, loss: 1.3111 +2025-05-30 05:27:56,219 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:06:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3694, loss: 1.3694 +2025-05-30 05:28:39,140 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:06:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-05-30 05:29:22,014 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:05:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3734, loss: 1.3734 +2025-05-30 05:30:04,922 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:04:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-05-30 05:30:47,803 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:03:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-05-30 05:31:30,667 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:03:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 +2025-05-30 05:32:13,710 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-05-30 05:32:56,747 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:01:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3617, loss: 1.3617 +2025-05-30 05:33:39,930 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 8:01:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3290, loss: 1.3290 +2025-05-30 05:34:22,807 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 8:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3482, loss: 1.3482 +2025-05-30 05:35:05,632 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:59:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3668, loss: 1.3668 +2025-05-30 05:35:48,371 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:58:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4034, loss: 1.4034 +2025-05-30 05:36:31,254 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:58:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3588, loss: 1.3588 +2025-05-30 05:37:14,106 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:57:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-05-30 05:37:56,997 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:56:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3231, loss: 1.3231 +2025-05-30 05:38:39,801 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:55:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3470, loss: 1.3470 +2025-05-30 05:39:22,629 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:55:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-05-30 05:40:05,439 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:54:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3450, loss: 1.3450 +2025-05-30 05:40:48,508 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:53:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3190, loss: 1.3190 +2025-05-30 05:40:51,561 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-30 05:42:08,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:42:08,089 - pyskl - INFO - +top1_acc 0.9100 +top5_acc 0.9847 +2025-05-30 05:42:08,092 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9100, top5_acc: 0.9847 +2025-05-30 05:43:11,735 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:53:01, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3471, loss: 1.3471 +2025-05-30 05:43:54,473 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:52:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3463, loss: 1.3463 +2025-05-30 05:44:37,266 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:51:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-05-30 05:45:20,122 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:50:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3586, loss: 1.3586 +2025-05-30 05:46:02,919 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:50:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3235, loss: 1.3235 +2025-05-30 05:46:45,788 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:49:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3101, loss: 1.3101 +2025-05-30 05:47:28,647 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:48:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3342, loss: 1.3342 +2025-05-30 05:48:11,490 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:47:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-05-30 05:48:54,310 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:47:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3564, loss: 1.3564 +2025-05-30 05:49:37,090 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:46:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-05-30 05:50:19,922 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:45:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-05-30 05:51:02,770 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:44:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3767, loss: 1.3767 +2025-05-30 05:51:45,710 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:44:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3685, loss: 1.3685 +2025-05-30 05:52:28,686 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:43:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3349, loss: 1.3349 +2025-05-30 05:53:11,585 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:42:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3230, loss: 1.3230 +2025-05-30 05:53:54,329 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:42:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3611, loss: 1.3611 +2025-05-30 05:54:37,012 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:41:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3472, loss: 1.3472 +2025-05-30 05:55:19,630 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:40:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3433, loss: 1.3433 +2025-05-30 05:56:02,350 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:39:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2654, loss: 1.2654 +2025-05-30 05:56:45,127 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:39:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-05-30 05:57:27,892 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:38:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3563, loss: 1.3563 +2025-05-30 05:58:10,546 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-05-30 05:58:53,190 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:36:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3407, loss: 1.3407 +2025-05-30 05:59:35,939 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:36:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2804, loss: 1.2804 +2025-05-30 06:00:18,672 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:35:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3415, loss: 1.3415 +2025-05-30 06:00:21,696 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-30 06:08:55,267 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:08:55,334 - pyskl - INFO - +top1_acc 0.9102 +top5_acc 0.9851 +2025-05-30 06:08:55,336 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9102, top5_acc: 0.9851 +2025-05-30 06:09:59,121 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:34:47, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-05-30 06:10:41,995 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:34:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-05-30 06:11:24,927 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:33:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3096, loss: 1.3096 +2025-05-30 06:12:07,821 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:32:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3088, loss: 1.3088 +2025-05-30 06:12:50,655 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:31:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3332, loss: 1.3332 +2025-05-30 06:13:33,403 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:31:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3493, loss: 1.3493 +2025-05-30 06:14:16,210 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:30:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3306, loss: 1.3306 +2025-05-30 06:14:59,088 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:29:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-05-30 06:15:41,894 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:28:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3030, loss: 1.3030 +2025-05-30 06:16:24,580 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:28:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2802, loss: 1.2802 +2025-05-30 06:17:07,363 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:27:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3123, loss: 1.3123 +2025-05-30 06:17:50,126 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:26:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-05-30 06:18:32,979 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:26:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3068, loss: 1.3068 +2025-05-30 06:19:15,810 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:25:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3225, loss: 1.3225 +2025-05-30 06:19:58,907 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:24:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3211, loss: 1.3211 +2025-05-30 06:20:41,771 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:23:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-05-30 06:21:24,546 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:23:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3169, loss: 1.3169 +2025-05-30 06:22:07,231 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:22:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-05-30 06:22:50,047 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:21:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3094, loss: 1.3094 +2025-05-30 06:23:32,974 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:20:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3155, loss: 1.3155 +2025-05-30 06:24:15,713 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3136, loss: 1.3136 +2025-05-30 06:24:58,605 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:19:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3091, loss: 1.3091 +2025-05-30 06:25:41,406 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:18:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3075, loss: 1.3075 +2025-05-30 06:26:24,179 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:18:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3480, loss: 1.3480 +2025-05-30 06:27:06,978 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:17:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2986, loss: 1.2986 +2025-05-30 06:27:09,974 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-30 06:28:26,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:28:26,267 - pyskl - INFO - +top1_acc 0.9061 +top5_acc 0.9839 +2025-05-30 06:28:26,269 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9061, top5_acc: 0.9839 +2025-05-30 06:29:30,594 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:16:34, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2667, loss: 1.2667 +2025-05-30 06:30:13,391 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:15:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2852, loss: 1.2852 +2025-05-30 06:30:56,079 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:15:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3096, loss: 1.3096 +2025-05-30 06:31:38,739 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:14:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-05-30 06:32:21,413 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:13:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2983, loss: 1.2983 +2025-05-30 06:33:04,059 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:12:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2861, loss: 1.2861 +2025-05-30 06:33:46,659 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:12:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-05-30 06:34:29,227 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:11:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2723, loss: 1.2723 +2025-05-30 06:35:11,931 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:10:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-05-30 06:35:54,540 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:09:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2186, loss: 1.2186 +2025-05-30 06:36:37,165 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:09:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3011, loss: 1.3011 +2025-05-30 06:37:19,795 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:08:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3023, loss: 1.3023 +2025-05-30 06:38:02,619 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:07:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2554, loss: 1.2554 +2025-05-30 06:38:45,670 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3066, loss: 1.3066 +2025-05-30 06:39:28,632 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:06:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3293, loss: 1.3293 +2025-05-30 06:40:11,625 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:05:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3095, loss: 1.3095 +2025-05-30 06:40:54,562 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:04:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-05-30 06:41:37,431 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:04:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-05-30 06:42:20,322 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:03:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2299, loss: 1.2299 +2025-05-30 06:43:03,170 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:02:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2663, loss: 1.2663 +2025-05-30 06:43:45,730 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:01:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3017, loss: 1.3017 +2025-05-30 06:44:28,064 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:01:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3584, loss: 1.3584 +2025-05-30 06:45:10,850 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 7:00:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-05-30 06:45:53,761 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:59:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2751, loss: 1.2751 +2025-05-30 06:46:36,665 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:59:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2793, loss: 1.2793 +2025-05-30 06:46:39,650 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-30 06:47:56,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:47:56,238 - pyskl - INFO - +top1_acc 0.9136 +top5_acc 0.9844 +2025-05-30 06:47:56,298 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_121.pth was removed +2025-05-30 06:47:57,321 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-30 06:47:57,322 - pyskl - INFO - Best top1_acc is 0.9136 at 127 epoch. +2025-05-30 06:47:57,325 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9136, top5_acc: 0.9844 +2025-05-30 06:49:01,601 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:58:20, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2473, loss: 1.2473 +2025-05-30 06:49:44,404 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:57:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2755, loss: 1.2755 +2025-05-30 06:50:27,322 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:56:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2686, loss: 1.2686 +2025-05-30 06:51:10,270 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:56:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3124, loss: 1.3124 +2025-05-30 06:51:53,154 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:55:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-05-30 06:52:36,015 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2737, loss: 1.2737 +2025-05-30 06:53:18,849 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:53:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3079, loss: 1.3079 +2025-05-30 06:54:01,695 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:53:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2731, loss: 1.2731 +2025-05-30 06:54:44,467 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:52:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-05-30 06:55:27,247 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:51:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2332, loss: 1.2332 +2025-05-30 06:56:10,071 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:51:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2719, loss: 1.2719 +2025-05-30 06:56:52,879 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:50:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2984, loss: 1.2984 +2025-05-30 06:57:35,726 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:49:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2665, loss: 1.2665 +2025-05-30 06:58:18,813 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:48:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2587, loss: 1.2587 +2025-05-30 06:59:01,648 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2999, loss: 1.2999 +2025-05-30 06:59:44,424 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:47:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2770, loss: 1.2770 +2025-05-30 07:00:27,123 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:46:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2600, loss: 1.2600 +2025-05-30 07:01:10,101 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:45:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2842, loss: 1.2842 +2025-05-30 07:01:53,153 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:45:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2462, loss: 1.2462 +2025-05-30 07:02:36,121 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:44:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-05-30 07:03:19,000 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2710, loss: 1.2710 +2025-05-30 07:04:01,882 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:43:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2206, loss: 1.2206 +2025-05-30 07:04:44,715 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:42:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2301, loss: 1.2301 +2025-05-30 07:05:27,635 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:41:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-05-30 07:06:10,558 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:40:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2389, loss: 1.2389 +2025-05-30 07:06:13,616 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-30 07:07:29,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:07:29,742 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9841 +2025-05-30 07:07:29,802 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_127.pth was removed +2025-05-30 07:07:30,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-05-30 07:07:30,881 - pyskl - INFO - Best top1_acc is 0.9142 at 128 epoch. +2025-05-30 07:07:30,883 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9142, top5_acc: 0.9841 +2025-05-30 07:08:35,078 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:40:07, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2432, loss: 1.2432 +2025-05-30 07:09:17,934 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:39:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2224, loss: 1.2224 +2025-05-30 07:10:00,793 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:38:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2656, loss: 1.2656 +2025-05-30 07:10:43,690 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:37:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-05-30 07:11:26,565 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:37:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 +2025-05-30 07:12:09,391 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:36:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2650, loss: 1.2650 +2025-05-30 07:12:52,198 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:35:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-05-30 07:13:35,154 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:35:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2711, loss: 1.2711 +2025-05-30 07:14:18,074 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:34:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1952, loss: 1.1952 +2025-05-30 07:15:01,026 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:33:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2314, loss: 1.2314 +2025-05-30 07:15:43,859 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:32:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-05-30 07:16:26,676 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:32:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2111, loss: 1.2111 +2025-05-30 07:17:09,561 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:31:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-05-30 07:17:52,410 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:30:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2428, loss: 1.2428 +2025-05-30 07:18:35,523 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:29:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2450, loss: 1.2450 +2025-05-30 07:19:18,518 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:29:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2096, loss: 1.2096 +2025-05-30 07:20:01,353 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:28:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1966, loss: 1.1966 +2025-05-30 07:20:44,205 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:27:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-05-30 07:21:27,302 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:26:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2223, loss: 1.2223 +2025-05-30 07:22:10,280 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2489, loss: 1.2489 +2025-05-30 07:22:53,233 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:25:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-05-30 07:23:36,146 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:24:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2729, loss: 1.2729 +2025-05-30 07:24:18,970 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:24:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2168, loss: 1.2168 +2025-05-30 07:25:01,802 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:23:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2462, loss: 1.2462 +2025-05-30 07:25:44,625 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:22:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2111, loss: 1.2111 +2025-05-30 07:25:47,677 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-30 07:27:03,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:27:03,957 - pyskl - INFO - +top1_acc 0.9112 +top5_acc 0.9837 +2025-05-30 07:27:03,959 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9112, top5_acc: 0.9837 +2025-05-30 07:28:08,455 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:21:53, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1974, loss: 1.1974 +2025-05-30 07:28:51,462 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:21:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2138, loss: 1.2138 +2025-05-30 07:29:34,327 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:20:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2107, loss: 1.2107 +2025-05-30 07:30:17,100 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:19:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2011, loss: 1.2011 +2025-05-30 07:30:59,983 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:18:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2383, loss: 1.2383 +2025-05-30 07:31:42,753 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:18:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2234, loss: 1.2234 +2025-05-30 07:32:25,465 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:17:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2243, loss: 1.2243 +2025-05-30 07:33:08,312 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:16:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2316, loss: 1.2316 +2025-05-30 07:33:51,126 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:16:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2116, loss: 1.2116 +2025-05-30 07:34:33,963 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:15:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 +2025-05-30 07:35:16,850 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:14:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2496, loss: 1.2496 +2025-05-30 07:35:59,462 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:13:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2434, loss: 1.2434 +2025-05-30 07:36:42,316 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:13:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2269, loss: 1.2269 +2025-05-30 07:37:25,125 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:12:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2311, loss: 1.2311 +2025-05-30 07:38:08,061 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:11:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1980, loss: 1.1980 +2025-05-30 07:38:50,878 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:10:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2181, loss: 1.2181 +2025-05-30 07:39:33,615 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:10:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2311, loss: 1.2311 +2025-05-30 07:40:16,330 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:09:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2109, loss: 1.2109 +2025-05-30 07:40:59,107 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:08:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2212, loss: 1.2212 +2025-05-30 07:41:41,891 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:08:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2562, loss: 1.2562 +2025-05-30 07:42:24,609 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:07:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2151, loss: 1.2151 +2025-05-30 07:43:07,334 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:06:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1922, loss: 1.1922 +2025-05-30 07:43:50,095 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:05:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-05-30 07:44:32,861 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:05:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2382, loss: 1.2382 +2025-05-30 07:45:15,562 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:04:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2146, loss: 1.2146 +2025-05-30 07:45:18,620 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-30 07:53:51,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:53:51,787 - pyskl - INFO - +top1_acc 0.9067 +top5_acc 0.9839 +2025-05-30 07:53:51,789 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9067, top5_acc: 0.9839 +2025-05-30 07:54:55,553 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:03:40, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1958, loss: 1.1958 +2025-05-30 07:55:38,258 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:02:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2102, loss: 1.2102 +2025-05-30 07:56:21,042 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:02:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2150, loss: 1.2150 +2025-05-30 07:57:03,851 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:01:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1793, loss: 1.1793 +2025-05-30 07:57:46,887 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 6:00:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2430, loss: 1.2430 +2025-05-30 07:58:29,853 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 6:00:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1840, loss: 1.1840 +2025-05-30 07:59:12,681 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:59:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-05-30 07:59:55,604 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:58:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2053, loss: 1.2053 +2025-05-30 08:00:38,371 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:57:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2331, loss: 1.2331 +2025-05-30 08:01:21,151 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:57:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1886, loss: 1.1886 +2025-05-30 08:02:03,895 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:56:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1818, loss: 1.1818 +2025-05-30 08:02:46,515 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:55:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1739, loss: 1.1739 +2025-05-30 08:03:29,217 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:54:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1602, loss: 1.1602 +2025-05-30 08:04:11,974 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:54:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 +2025-05-30 08:04:54,778 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:53:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2394, loss: 1.2394 +2025-05-30 08:05:37,550 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:52:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2477, loss: 1.2477 +2025-05-30 08:06:20,305 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:52:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2308, loss: 1.2308 +2025-05-30 08:07:03,031 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:51:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-05-30 08:07:45,768 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:50:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-05-30 08:08:28,561 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:49:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1637, loss: 1.1637 +2025-05-30 08:09:11,507 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:49:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-05-30 08:09:54,457 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:48:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2181, loss: 1.2181 +2025-05-30 08:10:37,338 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:47:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2362, loss: 1.2362 +2025-05-30 08:11:20,284 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:46:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1970, loss: 1.1970 +2025-05-30 08:12:03,087 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:46:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1770, loss: 1.1770 +2025-05-30 08:12:06,147 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-30 08:13:22,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:13:22,516 - pyskl - INFO - +top1_acc 0.9006 +top5_acc 0.9733 +2025-05-30 08:13:22,518 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9006, top5_acc: 0.9733 +2025-05-30 08:14:26,626 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:45:26, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1827, loss: 1.1827 +2025-05-30 08:15:09,519 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:44:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1854, loss: 1.1854 +2025-05-30 08:15:52,509 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:43:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1516, loss: 1.1516 +2025-05-30 08:16:35,414 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:43:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1505, loss: 1.1505 +2025-05-30 08:17:18,432 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:42:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2422, loss: 1.2422 +2025-05-30 08:18:01,292 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:41:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1734, loss: 1.1734 +2025-05-30 08:18:44,186 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:41:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1497, loss: 1.1497 +2025-05-30 08:19:26,994 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:40:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1584, loss: 1.1584 +2025-05-30 08:20:09,846 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:39:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1779, loss: 1.1779 +2025-05-30 08:20:52,657 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:38:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1687, loss: 1.1687 +2025-05-30 08:21:35,575 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:38:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1708, loss: 1.1708 +2025-05-30 08:22:18,382 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:37:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1481, loss: 1.1481 +2025-05-30 08:23:01,177 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:36:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2209, loss: 1.2209 +2025-05-30 08:23:43,925 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:35:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1419, loss: 1.1419 +2025-05-30 08:24:26,843 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:35:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-30 08:25:09,737 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:34:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1884, loss: 1.1884 +2025-05-30 08:25:52,747 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:33:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2078, loss: 1.2078 +2025-05-30 08:26:35,682 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:33:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1742, loss: 1.1742 +2025-05-30 08:27:18,609 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:32:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2138, loss: 1.2138 +2025-05-30 08:28:01,428 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:31:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1660, loss: 1.1660 +2025-05-30 08:28:44,296 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:30:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1637, loss: 1.1637 +2025-05-30 08:29:27,371 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:30:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 +2025-05-30 08:30:10,397 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:29:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1791, loss: 1.1791 +2025-05-30 08:30:53,330 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:28:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1770, loss: 1.1770 +2025-05-30 08:31:36,193 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:27:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1952, loss: 1.1952 +2025-05-30 08:31:39,246 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-30 08:32:55,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:32:55,984 - pyskl - INFO - +top1_acc 0.9137 +top5_acc 0.9836 +2025-05-30 08:32:55,986 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9137, top5_acc: 0.9836 +2025-05-30 08:34:00,325 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:27:13, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1501, loss: 1.1501 +2025-05-30 08:34:43,213 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:26:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1307, loss: 1.1307 +2025-05-30 08:35:26,077 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:25:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1822, loss: 1.1822 +2025-05-30 08:36:08,865 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:25:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 +2025-05-30 08:36:51,739 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:24:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1456, loss: 1.1456 +2025-05-30 08:37:34,629 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:23:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1324, loss: 1.1324 +2025-05-30 08:38:17,514 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:22:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1736, loss: 1.1736 +2025-05-30 08:39:00,185 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:22:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1655, loss: 1.1655 +2025-05-30 08:39:43,045 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:21:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-05-30 08:40:25,902 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:20:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1978, loss: 1.1978 +2025-05-30 08:41:08,808 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:19:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1684, loss: 1.1684 +2025-05-30 08:41:51,698 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:19:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1222, loss: 1.1222 +2025-05-30 08:42:34,496 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:18:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2002, loss: 1.2002 +2025-05-30 08:43:17,344 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:17:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1606, loss: 1.1606 +2025-05-30 08:44:00,356 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:17:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1605, loss: 1.1605 +2025-05-30 08:44:43,382 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:16:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1714, loss: 1.1714 +2025-05-30 08:45:26,395 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:15:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-05-30 08:46:09,261 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:14:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1677, loss: 1.1677 +2025-05-30 08:46:52,129 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:14:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-05-30 08:47:34,949 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:13:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1821, loss: 1.1821 +2025-05-30 08:48:17,750 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:12:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1773, loss: 1.1773 +2025-05-30 08:49:00,676 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:11:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-30 08:49:43,553 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:11:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1483, loss: 1.1483 +2025-05-30 08:50:26,526 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:10:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 +2025-05-30 08:51:09,461 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:09:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1476, loss: 1.1476 +2025-05-30 08:51:12,560 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-30 08:52:29,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:52:29,128 - pyskl - INFO - +top1_acc 0.9184 +top5_acc 0.9825 +2025-05-30 08:52:29,189 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_128.pth was removed +2025-05-30 08:52:30,251 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-05-30 08:52:30,252 - pyskl - INFO - Best top1_acc is 0.9184 at 133 epoch. +2025-05-30 08:52:30,255 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9184, top5_acc: 0.9825 +2025-05-30 08:53:34,304 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:09:00, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2071, loss: 1.2071 +2025-05-30 08:54:17,218 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:08:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1418, loss: 1.1418 +2025-05-30 08:55:00,101 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:07:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1961, loss: 1.1961 +2025-05-30 08:55:42,854 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:06:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1547, loss: 1.1547 +2025-05-30 08:56:25,707 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:06:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1328, loss: 1.1328 +2025-05-30 08:57:08,521 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:05:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-05-30 08:57:51,162 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:04:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1435, loss: 1.1435 +2025-05-30 08:58:33,931 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:03:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-05-30 08:59:16,631 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:03:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-05-30 08:59:59,354 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:02:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1253, loss: 1.1253 +2025-05-30 09:00:42,111 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1568, loss: 1.1568 +2025-05-30 09:01:25,033 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:00:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 +2025-05-30 09:02:07,814 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 5:00:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1935, loss: 1.1935 +2025-05-30 09:02:50,643 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:59:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1522, loss: 1.1522 +2025-05-30 09:03:33,582 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:58:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1471, loss: 1.1471 +2025-05-30 09:04:16,449 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:58:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1421, loss: 1.1421 +2025-05-30 09:04:59,193 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:57:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1594, loss: 1.1594 +2025-05-30 09:05:41,901 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:56:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1841, loss: 1.1841 +2025-05-30 09:06:24,583 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:55:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1430, loss: 1.1430 +2025-05-30 09:07:07,259 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:55:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1715, loss: 1.1715 +2025-05-30 09:07:50,035 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:54:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1955, loss: 1.1955 +2025-05-30 09:08:32,863 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:53:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1728, loss: 1.1728 +2025-05-30 09:09:15,624 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:52:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-05-30 09:09:58,403 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:52:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1549, loss: 1.1549 +2025-05-30 09:10:41,221 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:51:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1666, loss: 1.1666 +2025-05-30 09:10:44,246 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-30 09:12:00,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:12:00,352 - pyskl - INFO - +top1_acc 0.9178 +top5_acc 0.9828 +2025-05-30 09:12:00,354 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9178, top5_acc: 0.9828 +2025-05-30 09:13:04,378 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:50:47, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1591, loss: 1.1591 +2025-05-30 09:13:47,166 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:50:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1783, loss: 1.1783 +2025-05-30 09:14:30,000 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:49:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1413, loss: 1.1413 +2025-05-30 09:15:12,711 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:48:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1809, loss: 1.1809 +2025-05-30 09:15:55,439 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:47:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1322, loss: 1.1322 +2025-05-30 09:16:38,081 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:47:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1128, loss: 1.1128 +2025-05-30 09:17:20,812 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:46:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0848, loss: 1.0848 +2025-05-30 09:18:03,595 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:45:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1626, loss: 1.1626 +2025-05-30 09:18:46,379 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:44:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1485, loss: 1.1485 +2025-05-30 09:19:29,080 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:44:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1342, loss: 1.1342 +2025-05-30 09:20:11,764 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:43:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1597, loss: 1.1597 +2025-05-30 09:20:54,504 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:42:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-30 09:21:37,215 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:42:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1482, loss: 1.1482 +2025-05-30 09:22:19,858 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:41:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1715, loss: 1.1715 +2025-05-30 09:23:02,518 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:40:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1684, loss: 1.1684 +2025-05-30 09:23:45,294 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:39:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-05-30 09:24:28,336 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:39:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1822, loss: 1.1822 +2025-05-30 09:25:11,346 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:38:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1595, loss: 1.1595 +2025-05-30 09:25:54,371 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:37:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1206, loss: 1.1206 +2025-05-30 09:26:37,139 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:36:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1686, loss: 1.1686 +2025-05-30 09:27:19,849 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:36:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1501, loss: 1.1501 +2025-05-30 09:28:02,471 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:35:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-05-30 09:28:45,117 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:34:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1698, loss: 1.1698 +2025-05-30 09:29:27,833 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:34:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1691, loss: 1.1691 +2025-05-30 09:30:10,604 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:33:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1467, loss: 1.1467 +2025-05-30 09:30:13,657 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-30 09:39:16,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:39:16,291 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9842 +2025-05-30 09:39:16,294 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9153, top5_acc: 0.9842 +2025-05-30 09:40:20,030 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:32:33, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1488, loss: 1.1488 +2025-05-30 09:41:02,871 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:31:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1424, loss: 1.1424 +2025-05-30 09:41:45,987 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:31:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1329, loss: 1.1329 +2025-05-30 09:42:28,923 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:30:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-05-30 09:43:11,988 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:29:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-05-30 09:43:55,116 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:28:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-05-30 09:44:38,074 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:28:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1479, loss: 1.1479 +2025-05-30 09:45:21,081 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:27:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-30 09:46:04,014 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:26:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1674, loss: 1.1674 +2025-05-30 09:46:47,227 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:26:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1384, loss: 1.1384 +2025-05-30 09:47:30,515 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:25:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 +2025-05-30 09:48:13,433 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:24:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1759, loss: 1.1759 +2025-05-30 09:48:56,415 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:23:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1422, loss: 1.1422 +2025-05-30 09:49:39,369 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:23:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1385, loss: 1.1385 +2025-05-30 09:50:22,247 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:22:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1112, loss: 1.1112 +2025-05-30 09:51:05,127 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1354, loss: 1.1354 +2025-05-30 09:51:48,023 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:20:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1406, loss: 1.1406 +2025-05-30 09:52:30,939 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:20:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1255, loss: 1.1255 +2025-05-30 09:53:13,781 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1023, loss: 1.1023 +2025-05-30 09:53:56,655 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:18:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1270, loss: 1.1270 +2025-05-30 09:54:39,479 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:17:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-05-30 09:55:22,335 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:17:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1307, loss: 1.1307 +2025-05-30 09:56:05,229 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:16:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0903, loss: 1.0903 +2025-05-30 09:56:48,078 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:15:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1218, loss: 1.1218 +2025-05-30 09:57:30,938 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:15:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1622, loss: 1.1622 +2025-05-30 09:57:34,002 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-30 09:58:50,356 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:58:50,430 - pyskl - INFO - +top1_acc 0.9036 +top5_acc 0.9763 +2025-05-30 09:58:50,433 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9036, top5_acc: 0.9763 +2025-05-30 09:59:56,071 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:14:20, time: 0.656, data_time: 0.223, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1262, loss: 1.1262 +2025-05-30 10:00:39,054 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:13:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-30 10:01:22,155 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1286, loss: 1.1286 +2025-05-30 10:02:05,202 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:12:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1385, loss: 1.1385 +2025-05-30 10:02:48,276 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:11:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-05-30 10:03:31,150 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:10:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-05-30 10:04:14,022 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:09:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1219, loss: 1.1219 +2025-05-30 10:04:56,961 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:09:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-30 10:05:39,829 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:08:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1318, loss: 1.1318 +2025-05-30 10:06:22,749 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:07:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1156, loss: 1.1156 +2025-05-30 10:07:05,830 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1556, loss: 1.1556 +2025-05-30 10:07:48,793 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:06:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0671, loss: 1.0671 +2025-05-30 10:08:31,642 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:05:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-05-30 10:09:14,536 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:04:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1107, loss: 1.1107 +2025-05-30 10:09:57,366 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:04:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 +2025-05-30 10:10:40,179 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:03:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-05-30 10:11:23,187 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:02:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1463, loss: 1.1463 +2025-05-30 10:12:06,106 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:01:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1140, loss: 1.1140 +2025-05-30 10:12:49,117 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:01:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1355, loss: 1.1355 +2025-05-30 10:13:32,145 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 4:00:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0881, loss: 1.0881 +2025-05-30 10:14:15,161 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:59:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1106, loss: 1.1106 +2025-05-30 10:14:58,035 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:59:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0810, loss: 1.0810 +2025-05-30 10:15:40,901 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:58:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0902, loss: 1.0902 +2025-05-30 10:16:23,874 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:57:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0876, loss: 1.0876 +2025-05-30 10:17:06,887 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:56:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-05-30 10:17:09,936 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-30 10:18:26,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:18:26,677 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9834 +2025-05-30 10:18:26,680 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9181, top5_acc: 0.9834 +2025-05-30 10:19:30,934 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:56:07, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2025-05-30 10:20:13,751 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:55:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-05-30 10:20:56,885 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:54:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-30 10:21:39,640 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:53:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-30 10:22:22,572 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:53:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-30 10:23:05,519 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:52:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-30 10:23:48,346 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:51:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1136, loss: 1.1136 +2025-05-30 10:24:31,100 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:51:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0784, loss: 1.0784 +2025-05-30 10:25:13,987 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:50:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-30 10:25:56,872 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:49:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-30 10:26:39,835 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1247, loss: 1.1247 +2025-05-30 10:27:22,670 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1458, loss: 1.1458 +2025-05-30 10:28:05,462 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:47:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-30 10:28:48,275 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:46:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1200, loss: 1.1200 +2025-05-30 10:29:31,101 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:45:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1411, loss: 1.1411 +2025-05-30 10:30:14,007 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1244, loss: 1.1244 +2025-05-30 10:30:56,906 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:44:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1076, loss: 1.1076 +2025-05-30 10:31:39,774 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1162, loss: 1.1162 +2025-05-30 10:32:22,655 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:43:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0958, loss: 1.0958 +2025-05-30 10:33:05,495 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:42:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1237, loss: 1.1237 +2025-05-30 10:33:48,310 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:41:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1281, loss: 1.1281 +2025-05-30 10:34:31,093 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:40:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1213, loss: 1.1213 +2025-05-30 10:35:13,869 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:40:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1207, loss: 1.1207 +2025-05-30 10:35:56,690 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:39:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0937, loss: 1.0937 +2025-05-30 10:36:39,486 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1225, loss: 1.1225 +2025-05-30 10:36:42,489 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-30 10:37:58,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:37:58,828 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9819 +2025-05-30 10:37:58,831 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9159, top5_acc: 0.9819 +2025-05-30 10:39:03,058 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:37:54, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1356, loss: 1.1356 +2025-05-30 10:39:46,223 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:37:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0840, loss: 1.0840 +2025-05-30 10:40:29,307 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:36:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1037, loss: 1.1037 +2025-05-30 10:41:12,275 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:35:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-30 10:41:55,165 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:34:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-05-30 10:42:38,073 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:34:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0986, loss: 1.0986 +2025-05-30 10:43:20,956 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:33:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1153, loss: 1.1153 +2025-05-30 10:44:03,833 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:32:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1264, loss: 1.1264 +2025-05-30 10:44:46,719 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:32:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1070, loss: 1.1070 +2025-05-30 10:45:29,593 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:31:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0839, loss: 1.0839 +2025-05-30 10:46:12,478 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:30:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1139, loss: 1.1139 +2025-05-30 10:46:55,439 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:29:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0985, loss: 1.0985 +2025-05-30 10:47:38,262 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:29:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-05-30 10:48:21,264 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:28:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1017, loss: 1.1017 +2025-05-30 10:49:04,199 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:27:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0745, loss: 1.0745 +2025-05-30 10:49:47,143 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:26:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1417, loss: 1.1417 +2025-05-30 10:50:30,179 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1061, loss: 1.1061 +2025-05-30 10:51:13,118 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:25:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1139, loss: 1.1139 +2025-05-30 10:51:56,041 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:24:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0829, loss: 1.0829 +2025-05-30 10:52:38,931 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:24:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1317, loss: 1.1317 +2025-05-30 10:53:21,933 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:23:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1241, loss: 1.1241 +2025-05-30 10:54:04,833 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:22:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0801, loss: 1.0801 +2025-05-30 10:54:47,775 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:21:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-30 10:55:30,653 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:21:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0926, loss: 1.0926 +2025-05-30 10:56:13,606 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:20:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-30 10:56:16,606 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-30 10:57:32,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:57:32,935 - pyskl - INFO - +top1_acc 0.9058 +top5_acc 0.9713 +2025-05-30 10:57:32,938 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9058, top5_acc: 0.9713 +2025-05-30 10:58:37,185 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:19:41, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0540, loss: 1.0540 +2025-05-30 10:59:20,088 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:18:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1175, loss: 1.1175 +2025-05-30 11:00:02,986 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:18:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-30 11:00:45,884 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:17:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0952, loss: 1.0952 +2025-05-30 11:01:28,747 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:16:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0812, loss: 1.0812 +2025-05-30 11:02:11,590 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:16:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-30 11:02:54,360 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:15:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0911, loss: 1.0911 +2025-05-30 11:03:37,274 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:14:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0962, loss: 1.0962 +2025-05-30 11:04:20,045 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:13:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-30 11:05:02,985 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:13:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0852, loss: 1.0852 +2025-05-30 11:05:45,772 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:12:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1121, loss: 1.1121 +2025-05-30 11:06:28,629 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:11:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0995, loss: 1.0995 +2025-05-30 11:07:11,477 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:10:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 +2025-05-30 11:07:54,283 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:10:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-30 11:08:37,129 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:09:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-30 11:09:20,130 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:08:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-05-30 11:10:03,231 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:08:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-05-30 11:10:46,538 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:07:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1050, loss: 1.1050 +2025-05-30 11:11:29,730 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:06:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-05-30 11:12:12,861 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:05:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1179, loss: 1.1179 +2025-05-30 11:12:55,651 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:05:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1468, loss: 1.1468 +2025-05-30 11:13:38,784 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-30 11:14:21,785 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-05-30 11:15:04,689 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:02:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1060, loss: 1.1060 +2025-05-30 11:15:47,803 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1035, loss: 1.1035 +2025-05-30 11:15:50,869 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-30 11:24:40,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:24:40,686 - pyskl - INFO - +top1_acc 0.9154 +top5_acc 0.9830 +2025-05-30 11:24:40,689 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9154, top5_acc: 0.9830 +2025-05-30 11:25:44,892 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:01:28, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-30 11:26:27,832 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:00:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1022, loss: 1.1022 +2025-05-30 11:27:10,623 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 3:00:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-05-30 11:27:53,390 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:59:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0985, loss: 1.0985 +2025-05-30 11:28:36,200 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:58:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 11:29:19,305 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:57:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0894, loss: 1.0894 +2025-05-30 11:30:02,334 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:57:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-05-30 11:30:45,230 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:56:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2025-05-30 11:31:28,017 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:55:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-05-30 11:32:10,741 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:54:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0780, loss: 1.0780 +2025-05-30 11:32:53,613 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:54:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 +2025-05-30 11:33:36,480 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:53:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-30 11:34:19,368 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:52:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-30 11:35:02,227 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:52:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-30 11:35:45,052 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:51:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 +2025-05-30 11:36:27,842 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:50:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-30 11:37:10,657 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:49:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-05-30 11:37:53,449 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:49:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-30 11:38:36,205 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:48:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1067, loss: 1.1067 +2025-05-30 11:39:18,954 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:47:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 +2025-05-30 11:40:01,754 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:46:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1061, loss: 1.1061 +2025-05-30 11:40:44,592 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:46:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1188, loss: 1.1188 +2025-05-30 11:41:27,326 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-30 11:42:10,077 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:44:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-05-30 11:42:52,903 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:44:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0503, loss: 1.0503 +2025-05-30 11:42:55,916 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-30 11:44:12,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:44:12,382 - pyskl - INFO - +top1_acc 0.9191 +top5_acc 0.9832 +2025-05-30 11:44:12,438 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_133.pth was removed +2025-05-30 11:44:13,450 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-05-30 11:44:13,451 - pyskl - INFO - Best top1_acc is 0.9191 at 141 epoch. +2025-05-30 11:44:13,453 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9191, top5_acc: 0.9832 +2025-05-30 11:45:17,511 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:43:15, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0812, loss: 1.0812 +2025-05-30 11:46:00,255 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:42:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0814, loss: 1.0814 +2025-05-30 11:46:43,074 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:41:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2025-05-30 11:47:25,896 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:41:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1037, loss: 1.1037 +2025-05-30 11:48:08,822 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:40:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-05-30 11:48:51,845 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:39:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 +2025-05-30 11:49:34,755 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:38:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-30 11:50:17,513 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:38:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0904, loss: 1.0904 +2025-05-30 11:51:00,266 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:37:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-30 11:51:43,069 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:36:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1260, loss: 1.1260 +2025-05-30 11:52:25,881 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:35:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-05-30 11:53:08,633 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:35:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1174, loss: 1.1174 +2025-05-30 11:53:51,370 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:34:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1236, loss: 1.1236 +2025-05-30 11:54:34,097 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:33:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0861, loss: 1.0861 +2025-05-30 11:55:16,846 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:33:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0477, loss: 1.0477 +2025-05-30 11:55:59,629 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:32:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-05-30 11:56:42,429 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:31:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-30 11:57:25,359 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:30:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-30 11:58:08,199 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:30:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0967, loss: 1.0967 +2025-05-30 11:58:51,069 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:29:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0973, loss: 1.0973 +2025-05-30 11:59:33,879 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:28:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0957, loss: 1.0957 +2025-05-30 12:00:16,697 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:27:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-05-30 12:00:59,571 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:27:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-30 12:01:42,374 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:26:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0868, loss: 1.0868 +2025-05-30 12:02:25,194 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:25:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 +2025-05-30 12:02:28,248 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-30 12:03:44,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:03:44,844 - pyskl - INFO - +top1_acc 0.9200 +top5_acc 0.9835 +2025-05-30 12:03:44,904 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_141.pth was removed +2025-05-30 12:03:45,950 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-30 12:03:45,951 - pyskl - INFO - Best top1_acc is 0.9200 at 142 epoch. +2025-05-30 12:03:45,953 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9200, top5_acc: 0.9835 +2025-05-30 12:04:50,205 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:25:01, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-30 12:05:33,093 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:24:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0795, loss: 1.0795 +2025-05-30 12:06:15,895 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:23:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-30 12:06:58,713 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:22:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-30 12:07:41,517 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:22:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0915, loss: 1.0915 +2025-05-30 12:08:24,385 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:21:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-05-30 12:09:07,310 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:20:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1070, loss: 1.1070 +2025-05-30 12:09:50,277 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:19:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-30 12:10:33,257 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:19:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0981, loss: 1.0981 +2025-05-30 12:11:16,069 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:18:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2025-05-30 12:11:58,812 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:17:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0717, loss: 1.0717 +2025-05-30 12:12:41,607 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:17:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0847, loss: 1.0847 +2025-05-30 12:13:24,444 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:16:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-05-30 12:14:07,322 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-30 12:14:50,077 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:14:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-05-30 12:15:32,850 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:14:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-30 12:16:15,591 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:13:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0646, loss: 1.0646 +2025-05-30 12:16:58,603 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-05-30 12:17:41,543 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:11:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0480, loss: 1.0480 +2025-05-30 12:18:24,492 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:11:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-05-30 12:19:07,420 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:10:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-30 12:19:50,172 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:09:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0882, loss: 1.0882 +2025-05-30 12:20:32,951 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:09:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0935, loss: 1.0935 +2025-05-30 12:21:15,683 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:08:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0617, loss: 1.0617 +2025-05-30 12:21:58,371 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0855, loss: 1.0855 +2025-05-30 12:22:01,473 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-30 12:23:17,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:23:17,972 - pyskl - INFO - +top1_acc 0.9156 +top5_acc 0.9840 +2025-05-30 12:23:17,974 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9156, top5_acc: 0.9840 +2025-05-30 12:24:21,646 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:06:48, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-30 12:25:04,362 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:06:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-05-30 12:25:47,213 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:05:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-05-30 12:26:30,277 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-30 12:27:13,302 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-30 12:27:56,086 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:03:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0740, loss: 1.0740 +2025-05-30 12:28:38,864 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:02:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0607, loss: 1.0607 +2025-05-30 12:29:21,742 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:01:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0917, loss: 1.0917 +2025-05-30 12:30:04,611 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0441, loss: 1.0441 +2025-05-30 12:30:47,508 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 2:00:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-05-30 12:31:30,268 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0759, loss: 1.0759 +2025-05-30 12:32:13,013 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:58:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0888, loss: 1.0888 +2025-05-30 12:32:55,792 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:58:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0246, loss: 1.0246 +2025-05-30 12:33:38,524 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:57:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0761, loss: 1.0761 +2025-05-30 12:34:21,283 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-30 12:35:04,110 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-30 12:35:46,925 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:55:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0934, loss: 1.0934 +2025-05-30 12:36:29,812 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:54:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-05-30 12:37:12,741 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-05-30 12:37:55,674 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-05-30 12:38:38,554 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:52:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0474, loss: 1.0474 +2025-05-30 12:39:21,400 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-05-30 12:40:04,217 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-30 12:40:47,130 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:50:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0670, loss: 1.0670 +2025-05-30 12:41:30,053 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:49:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0590, loss: 1.0590 +2025-05-30 12:41:33,130 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-30 12:42:49,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:42:49,556 - pyskl - INFO - +top1_acc 0.9211 +top5_acc 0.9839 +2025-05-30 12:42:49,611 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_142.pth was removed +2025-05-30 12:42:50,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2025-05-30 12:42:50,603 - pyskl - INFO - Best top1_acc is 0.9211 at 144 epoch. +2025-05-30 12:42:50,605 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9211, top5_acc: 0.9839 +2025-05-30 12:43:54,608 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:35, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0513, loss: 1.0513 +2025-05-30 12:44:37,546 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-30 12:45:20,662 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:47:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0841, loss: 1.0841 +2025-05-30 12:46:03,699 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0590, loss: 1.0590 +2025-05-30 12:46:46,622 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0843, loss: 1.0843 +2025-05-30 12:47:29,588 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0639, loss: 1.0639 +2025-05-30 12:48:12,490 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:44:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-30 12:48:55,471 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0771, loss: 1.0771 +2025-05-30 12:49:38,618 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-30 12:50:21,554 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:42:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-05-30 12:51:04,495 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:41:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-05-30 12:51:47,379 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 +2025-05-30 12:52:30,342 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0716, loss: 1.0716 +2025-05-30 12:53:13,366 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:39:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0817, loss: 1.0817 +2025-05-30 12:53:56,441 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0829, loss: 1.0829 +2025-05-30 12:54:39,341 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-30 12:55:22,233 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-05-30 12:56:05,323 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:36:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0725, loss: 1.0725 +2025-05-30 12:56:48,753 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-30 12:57:32,050 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-05-30 12:58:14,890 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:34:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-30 12:58:57,704 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:33:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-05-30 12:59:40,558 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-30 13:00:23,422 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0713, loss: 1.0713 +2025-05-30 13:01:06,197 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:31:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0625, loss: 1.0625 +2025-05-30 13:01:09,227 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-30 13:09:36,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:09:36,320 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9733 +2025-05-30 13:09:36,322 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9082, top5_acc: 0.9733 +2025-05-30 13:10:40,600 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:22, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0766, loss: 1.0766 +2025-05-30 13:11:23,479 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0573, loss: 1.0573 +2025-05-30 13:12:06,309 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-05-30 13:12:49,108 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:28:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0457, loss: 1.0457 +2025-05-30 13:13:31,862 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-30 13:14:14,610 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-30 13:14:57,328 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:26:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0910, loss: 1.0910 +2025-05-30 13:15:40,253 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:25:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 +2025-05-30 13:16:23,150 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-05-30 13:17:06,015 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0693, loss: 1.0693 +2025-05-30 13:17:48,805 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:23:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0613, loss: 1.0613 +2025-05-30 13:18:31,618 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0439, loss: 1.0439 +2025-05-30 13:19:14,417 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-30 13:19:57,114 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1056, loss: 1.1056 +2025-05-30 13:20:39,805 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-30 13:21:22,570 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0444, loss: 1.0444 +2025-05-30 13:22:05,351 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 13:22:48,074 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:18:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0327, loss: 1.0327 +2025-05-30 13:23:30,860 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:17:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0784, loss: 1.0784 +2025-05-30 13:24:13,581 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0522, loss: 1.0522 +2025-05-30 13:24:56,271 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2025-05-30 13:25:39,034 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:15:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-30 13:26:21,812 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-30 13:27:04,513 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-30 13:27:47,248 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-05-30 13:27:50,251 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-30 13:29:06,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:29:06,371 - pyskl - INFO - +top1_acc 0.9152 +top5_acc 0.9834 +2025-05-30 13:29:06,373 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9152, top5_acc: 0.9834 +2025-05-30 13:30:10,416 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:12:09, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0937, loss: 1.0937 +2025-05-30 13:30:53,319 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0799, loss: 1.0799 +2025-05-30 13:31:36,426 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0885, loss: 1.0885 +2025-05-30 13:32:19,333 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0711, loss: 1.0711 +2025-05-30 13:33:02,180 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:09:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1144, loss: 1.1144 +2025-05-30 13:33:45,007 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-30 13:34:27,940 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0454, loss: 1.0454 +2025-05-30 13:35:10,819 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:07:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0857, loss: 1.0857 +2025-05-30 13:35:53,698 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-30 13:36:36,535 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0530, loss: 1.0530 +2025-05-30 13:37:19,351 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-30 13:38:02,251 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:04:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-05-30 13:38:45,080 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0472, loss: 1.0472 +2025-05-30 13:39:27,924 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-30 13:40:10,700 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0757, loss: 1.0757 +2025-05-30 13:40:53,628 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 13:41:36,566 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-30 13:42:19,545 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2025-05-30 13:43:02,600 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:59:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-05-30 13:43:45,597 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-30 13:44:28,548 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0696, loss: 1.0696 +2025-05-30 13:45:11,453 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0628, loss: 1.0628 +2025-05-30 13:45:54,319 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0479, loss: 1.0479 +2025-05-30 13:46:37,272 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-30 13:47:20,221 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-30 13:47:23,255 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-30 13:48:39,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:48:39,981 - pyskl - INFO - +top1_acc 0.9071 +top5_acc 0.9743 +2025-05-30 13:48:39,983 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9071, top5_acc: 0.9743 +2025-05-30 13:49:43,882 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:55, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-30 13:50:26,730 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-30 13:51:09,473 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-05-30 13:51:52,315 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1128, loss: 1.1128 +2025-05-30 13:52:35,167 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:51:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0689, loss: 1.0689 +2025-05-30 13:53:18,051 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-30 13:54:01,092 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-30 13:54:44,028 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0705, loss: 1.0705 +2025-05-30 13:55:26,924 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:48:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0565, loss: 1.0565 +2025-05-30 13:56:09,862 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-05-30 13:56:52,754 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2025-05-30 13:57:35,466 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0804, loss: 1.0804 +2025-05-30 13:58:18,407 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-05-30 13:59:01,534 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-30 13:59:44,481 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0633, loss: 1.0633 +2025-05-30 14:00:27,405 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:43:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 +2025-05-30 14:01:10,329 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-05-30 14:01:53,118 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-30 14:02:35,955 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-05-30 14:03:18,796 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-30 14:04:01,751 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-05-30 14:04:44,618 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-30 14:05:27,424 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-30 14:06:10,245 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0913, loss: 1.0913 +2025-05-30 14:06:53,082 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-30 14:06:56,180 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-30 14:08:12,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:08:12,504 - pyskl - INFO - +top1_acc 0.9202 +top5_acc 0.9836 +2025-05-30 14:08:12,507 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9202, top5_acc: 0.9836 +2025-05-30 14:09:16,482 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:42, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0689, loss: 1.0689 +2025-05-30 14:09:59,266 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-30 14:10:42,115 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0637, loss: 1.0637 +2025-05-30 14:11:24,937 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-30 14:12:07,761 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-30 14:12:50,566 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:32:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2025-05-30 14:13:33,386 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0737, loss: 1.0737 +2025-05-30 14:14:16,193 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0694, loss: 1.0694 +2025-05-30 14:14:59,000 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0880, loss: 1.0880 +2025-05-30 14:15:41,866 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0719, loss: 1.0719 +2025-05-30 14:16:24,730 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-30 14:17:07,719 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0904, loss: 1.0904 +2025-05-30 14:17:50,694 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0640, loss: 1.0640 +2025-05-30 14:18:33,655 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0507, loss: 1.0507 +2025-05-30 14:19:16,422 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 14:19:59,161 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-30 14:20:41,838 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0671, loss: 1.0671 +2025-05-30 14:21:24,554 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 +2025-05-30 14:22:07,326 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-05-30 14:22:50,114 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-05-30 14:23:32,891 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0456, loss: 1.0456 +2025-05-30 14:24:15,669 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-05-30 14:24:58,471 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1086, loss: 1.1086 +2025-05-30 14:25:41,285 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0546, loss: 1.0546 +2025-05-30 14:26:24,030 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0944, loss: 1.0944 +2025-05-30 14:26:27,035 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-30 14:27:43,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:27:43,654 - pyskl - INFO - +top1_acc 0.9059 +top5_acc 0.9832 +2025-05-30 14:27:43,656 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9059, top5_acc: 0.9832 +2025-05-30 14:28:47,710 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:29, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-30 14:29:30,665 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-30 14:30:13,534 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:16:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0394, loss: 1.0394 +2025-05-30 14:30:56,262 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-05-30 14:31:39,028 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0956, loss: 1.0956 +2025-05-30 14:32:21,773 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0547, loss: 1.0547 +2025-05-30 14:33:04,628 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-30 14:33:47,365 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0524, loss: 1.0524 +2025-05-30 14:34:30,192 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0559, loss: 1.0559 +2025-05-30 14:35:12,975 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0640, loss: 1.0640 +2025-05-30 14:35:55,934 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-05-30 14:36:38,750 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0567, loss: 1.0567 +2025-05-30 14:37:21,638 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0807, loss: 1.0807 +2025-05-30 14:38:04,762 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0694, loss: 1.0694 +2025-05-30 14:38:47,605 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-30 14:39:30,474 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0688, loss: 1.0688 +2025-05-30 14:40:13,295 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-30 14:40:56,098 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0738, loss: 1.0738 +2025-05-30 14:41:39,229 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 +2025-05-30 14:42:21,907 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0733, loss: 1.0733 +2025-05-30 14:43:04,791 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-05-30 14:43:47,581 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-30 14:44:30,389 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0459, loss: 1.0459 +2025-05-30 14:45:13,159 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1232, loss: 1.1232 +2025-05-30 14:45:55,963 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-30 14:45:59,031 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-30 14:47:15,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:47:15,558 - pyskl - INFO - +top1_acc 0.9215 +top5_acc 0.9838 +2025-05-30 14:47:15,616 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_144.pth was removed +2025-05-30 14:47:16,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2025-05-30 14:47:16,655 - pyskl - INFO - Best top1_acc is 0.9215 at 150 epoch. +2025-05-30 14:47:16,657 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9215, top5_acc: 0.9838 +2025-05-30 14:47:24,528 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-30 14:56:44,205 - pyskl - INFO - Testing results of the last checkpoint +2025-05-30 14:56:44,205 - pyskl - INFO - top1_acc: 0.9253 +2025-05-30 14:56:44,205 - pyskl - INFO - top5_acc: 0.9853 +2025-05-30 14:56:44,206 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_150.pth +2025-05-30 15:06:04,406 - pyskl - INFO - Testing results of the best checkpoint +2025-05-30 15:06:04,406 - pyskl - INFO - top1_acc: 0.9253 +2025-05-30 15:06:04,406 - pyskl - INFO - top5_acc: 0.9853