diff --git "a/ntu60_xsub/jm/20250528_102204.log" "b/ntu60_xsub/jm/20250528_102204.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/jm/20250528_102204.log" @@ -0,0 +1,4983 @@ +2025-05-28 10:22:04,636 - 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 10:22:04,947 - pyskl - INFO - Config: modality = 'jm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/jm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='jm', + 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/jm', + interval_epoch=5, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['jm']), + 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=['jm']), + 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=['jm']), + 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='GenSkeFeat', feats=['jm']), + 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=['jm']), + 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=['jm']), + 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 10:22:04,948 - pyskl - INFO - Set random seed to 320132686, deterministic: False +2025-05-28 10:22:14,935 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-28 10:22:20,594 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 10:22:20,619 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm +2025-05-28 10:22:20,619 - 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 10:22:20,619 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-28 10:22:20,619 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm by HardDiskBackend. +2025-05-28 10:23:25,218 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:25:41, time: 0.646, data_time: 0.212, memory: 13125, top1_acc: 0.0306, top5_acc: 0.1294, loss_cls: 11.1481, loss: 11.1481 +2025-05-28 10:24:07,905 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 7:58:45, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0444, top5_acc: 0.1825, loss_cls: 9.8788, loss: 9.8788 +2025-05-28 10:24:50,699 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:11:32, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0575, top5_acc: 0.2350, loss_cls: 9.6093, loss: 9.6093 +2025-05-28 10:25:33,386 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:15:53, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0700, top5_acc: 0.3131, loss_cls: 9.2733, loss: 9.2733 +2025-05-28 10:26:16,028 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:05:39, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.0906, top5_acc: 0.3500, loss_cls: 8.9594, loss: 8.9594 +2025-05-28 10:26:58,895 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:20:57, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0963, top5_acc: 0.3538, loss_cls: 8.7536, loss: 8.7536 +2025-05-28 10:27:41,673 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 23:48:00, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1263, top5_acc: 0.4000, loss_cls: 8.6100, loss: 8.6100 +2025-05-28 10:28:24,402 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:22:44, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1344, top5_acc: 0.4244, loss_cls: 8.4838, loss: 8.4838 +2025-05-28 10:29:07,491 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:05:26, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1806, top5_acc: 0.4819, loss_cls: 8.2078, loss: 8.2078 +2025-05-28 10:29:50,382 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 22:50:12, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1913, top5_acc: 0.5188, loss_cls: 7.9965, loss: 7.9965 +2025-05-28 10:30:33,169 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:37:02, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2200, top5_acc: 0.5587, loss_cls: 7.7221, loss: 7.7221 +2025-05-28 10:31:16,092 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:26:38, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2369, top5_acc: 0.5800, loss_cls: 7.5583, loss: 7.5583 +2025-05-28 10:31:58,960 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:17:28, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2525, top5_acc: 0.6212, loss_cls: 7.3827, loss: 7.3827 +2025-05-28 10:32:41,809 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:09:25, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2894, top5_acc: 0.6488, loss_cls: 7.2257, loss: 7.2257 +2025-05-28 10:33:24,649 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:02:19, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3013, top5_acc: 0.6669, loss_cls: 7.0725, loss: 7.0725 +2025-05-28 10:34:07,797 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 21:57:12, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.3088, top5_acc: 0.6963, loss_cls: 6.9394, loss: 6.9394 +2025-05-28 10:34:50,619 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:51:25, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3275, top5_acc: 0.6987, loss_cls: 6.8193, loss: 6.8193 +2025-05-28 10:35:33,639 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:46:53, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.3569, top5_acc: 0.7425, loss_cls: 6.4870, loss: 6.4870 +2025-05-28 10:36:16,541 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:42:22, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.3488, top5_acc: 0.7394, loss_cls: 6.5894, loss: 6.5894 +2025-05-28 10:36:59,420 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:38:09, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.3881, top5_acc: 0.7675, loss_cls: 6.3727, loss: 6.3727 +2025-05-28 10:37:42,276 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:34:12, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.4113, top5_acc: 0.7881, loss_cls: 6.2582, loss: 6.2582 +2025-05-28 10:38:25,242 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:30:51, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4156, top5_acc: 0.7688, loss_cls: 6.2394, loss: 6.2394 +2025-05-28 10:39:08,092 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:27:26, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.4587, top5_acc: 0.8131, loss_cls: 5.9713, loss: 5.9713 +2025-05-28 10:39:51,098 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:24:38, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4244, top5_acc: 0.8163, loss_cls: 6.1098, loss: 6.1098 +2025-05-28 10:40:34,127 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:22:04, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4794, top5_acc: 0.8419, loss_cls: 5.7157, loss: 5.7157 +2025-05-28 10:40:37,227 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-28 10:41:53,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 10:41:53,751 - pyskl - INFO - +top1_acc 0.4539 +top5_acc 0.8219 +2025-05-28 10:41:54,833 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-28 10:41:54,835 - pyskl - INFO - Best top1_acc is 0.4539 at 1 epoch. +2025-05-28 10:41:54,840 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4539, top5_acc: 0.8219 +2025-05-28 10:42:59,612 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:05:13, time: 0.648, data_time: 0.215, memory: 13126, top1_acc: 0.4681, top5_acc: 0.8244, loss_cls: 5.7919, loss: 5.7919 +2025-05-28 10:43:42,503 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:00:54, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4794, top5_acc: 0.8619, loss_cls: 5.7054, loss: 5.7054 +2025-05-28 10:44:25,362 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 21:56:46, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4856, top5_acc: 0.8431, loss_cls: 5.6819, loss: 5.6819 +2025-05-28 10:45:08,143 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:52:43, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4994, top5_acc: 0.8444, loss_cls: 5.6038, loss: 5.6038 +2025-05-28 10:45:51,002 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:49:02, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5206, top5_acc: 0.8494, loss_cls: 5.5865, loss: 5.5865 +2025-05-28 10:46:33,626 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:45:05, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.5238, top5_acc: 0.8688, loss_cls: 5.4474, loss: 5.4474 +2025-05-28 10:47:16,283 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:41:23, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5500, top5_acc: 0.8806, loss_cls: 5.3418, loss: 5.3418 +2025-05-28 10:47:58,952 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:37:54, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5675, top5_acc: 0.8744, loss_cls: 5.2246, loss: 5.2246 +2025-05-28 10:48:41,645 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:34:37, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5581, top5_acc: 0.8962, loss_cls: 5.1905, loss: 5.1905 +2025-05-28 10:49:24,352 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:31:30, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5569, top5_acc: 0.8756, loss_cls: 5.2292, loss: 5.2292 +2025-05-28 10:50:07,108 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:28:37, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5594, top5_acc: 0.8988, loss_cls: 5.2069, loss: 5.2069 +2025-05-28 10:50:49,936 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:25:58, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5831, top5_acc: 0.9000, loss_cls: 4.9441, loss: 4.9441 +2025-05-28 10:51:32,738 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:23:22, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5875, top5_acc: 0.8912, loss_cls: 5.1226, loss: 5.1226 +2025-05-28 10:52:15,883 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:21:25, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.6162, top5_acc: 0.8981, loss_cls: 4.9911, loss: 4.9911 +2025-05-28 10:52:58,722 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:19:03, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6162, top5_acc: 0.9075, loss_cls: 4.9598, loss: 4.9598 +2025-05-28 10:53:41,549 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:16:45, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6381, top5_acc: 0.9181, loss_cls: 4.6963, loss: 4.6963 +2025-05-28 10:54:24,333 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:14:27, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6156, top5_acc: 0.9125, loss_cls: 4.7709, loss: 4.7709 +2025-05-28 10:55:07,013 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:12:05, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5981, top5_acc: 0.9062, loss_cls: 4.8641, loss: 4.8641 +2025-05-28 10:55:49,774 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:09:55, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6119, top5_acc: 0.9219, loss_cls: 4.7978, loss: 4.7978 +2025-05-28 10:56:32,556 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:07:49, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6238, top5_acc: 0.9175, loss_cls: 4.7722, loss: 4.7722 +2025-05-28 10:57:15,281 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:05:43, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.6150, top5_acc: 0.9163, loss_cls: 4.7764, loss: 4.7764 +2025-05-28 10:57:58,008 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:03:41, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.6212, top5_acc: 0.9100, loss_cls: 4.8461, loss: 4.8461 +2025-05-28 10:58:40,754 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:01:43, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.6200, top5_acc: 0.9200, loss_cls: 4.6919, loss: 4.6919 +2025-05-28 10:59:23,474 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 20:59:47, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.6519, top5_acc: 0.9219, loss_cls: 4.8071, loss: 4.8071 +2025-05-28 11:00:06,306 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 20:58:02, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6350, top5_acc: 0.9200, loss_cls: 4.7752, loss: 4.7752 +2025-05-28 11:00:09,411 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-28 11:01:25,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:01:26,029 - pyskl - INFO - +top1_acc 0.6446 +top5_acc 0.9222 +2025-05-28 11:01:26,099 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_1.pth was removed +2025-05-28 11:01:27,198 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-28 11:01:27,199 - pyskl - INFO - Best top1_acc is 0.6446 at 2 epoch. +2025-05-28 11:01:27,202 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6446, top5_acc: 0.9222 +2025-05-28 11:02:32,275 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:19:59, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.6494, top5_acc: 0.9281, loss_cls: 4.5859, loss: 4.5859 +2025-05-28 11:03:15,452 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:18:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6369, top5_acc: 0.9137, loss_cls: 4.6517, loss: 4.6517 +2025-05-28 11:03:58,293 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:16:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9219, loss_cls: 4.7136, loss: 4.7136 +2025-05-28 11:04:41,161 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:14:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6500, top5_acc: 0.9256, loss_cls: 4.5912, loss: 4.5912 +2025-05-28 11:05:23,981 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9250, loss_cls: 4.5006, loss: 4.5006 +2025-05-28 11:06:06,738 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:10:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6606, top5_acc: 0.9256, loss_cls: 4.5042, loss: 4.5042 +2025-05-28 11:06:49,508 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:08:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9275, loss_cls: 4.5588, loss: 4.5588 +2025-05-28 11:07:32,362 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:06:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6669, top5_acc: 0.9337, loss_cls: 4.5075, loss: 4.5075 +2025-05-28 11:08:15,038 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:04:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6619, top5_acc: 0.9156, loss_cls: 4.6550, loss: 4.6550 +2025-05-28 11:08:57,821 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:02:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9325, loss_cls: 4.4649, loss: 4.4649 +2025-05-28 11:09:40,604 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:00:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9287, loss_cls: 4.3399, loss: 4.3399 +2025-05-28 11:10:23,377 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 20:58:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9413, loss_cls: 4.4329, loss: 4.4329 +2025-05-28 11:11:06,141 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 20:57:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9456, loss_cls: 4.4106, loss: 4.4106 +2025-05-28 11:11:48,989 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:55:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6744, top5_acc: 0.9275, loss_cls: 4.4391, loss: 4.4391 +2025-05-28 11:12:31,729 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:53:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9369, loss_cls: 4.4443, loss: 4.4443 +2025-05-28 11:13:14,470 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:52:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9537, loss_cls: 4.2065, loss: 4.2065 +2025-05-28 11:13:57,236 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:50:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9481, loss_cls: 4.2017, loss: 4.2017 +2025-05-28 11:14:40,061 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:49:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6850, top5_acc: 0.9456, loss_cls: 4.3372, loss: 4.3372 +2025-05-28 11:15:22,908 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:47:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9456, loss_cls: 4.2740, loss: 4.2740 +2025-05-28 11:16:05,666 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:45:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9506, loss_cls: 4.1921, loss: 4.1921 +2025-05-28 11:16:48,478 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:44:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6837, top5_acc: 0.9400, loss_cls: 4.4009, loss: 4.4009 +2025-05-28 11:17:31,217 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:42:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9369, loss_cls: 4.3589, loss: 4.3589 +2025-05-28 11:18:14,031 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:41:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9463, loss_cls: 4.1858, loss: 4.1858 +2025-05-28 11:18:56,775 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:40:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9450, loss_cls: 4.1156, loss: 4.1156 +2025-05-28 11:19:39,501 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:38:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9419, loss_cls: 4.1788, loss: 4.1788 +2025-05-28 11:19:42,710 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-28 11:20:59,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:20:59,185 - pyskl - INFO - +top1_acc 0.6509 +top5_acc 0.9067 +2025-05-28 11:20:59,262 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_2.pth was removed +2025-05-28 11:21:00,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-28 11:21:00,401 - pyskl - INFO - Best top1_acc is 0.6509 at 3 epoch. +2025-05-28 11:21:00,404 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6509, top5_acc: 0.9067 +2025-05-28 11:22:05,088 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:52:39, time: 0.647, data_time: 0.215, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9494, loss_cls: 4.1269, loss: 4.1269 +2025-05-28 11:22:48,045 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:51:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 4.0913, loss: 4.0913 +2025-05-28 11:23:30,753 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:49:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 3.9390, loss: 3.9390 +2025-05-28 11:24:13,429 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:47:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 4.1849, loss: 4.1849 +2025-05-28 11:24:56,174 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:46:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9444, loss_cls: 4.1931, loss: 4.1931 +2025-05-28 11:25:38,804 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:44:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 4.0596, loss: 4.0596 +2025-05-28 11:26:21,476 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:43:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9394, loss_cls: 4.0446, loss: 4.0446 +2025-05-28 11:27:04,235 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:41:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 4.0716, loss: 4.0716 +2025-05-28 11:27:46,884 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9444, loss_cls: 4.1846, loss: 4.1846 +2025-05-28 11:28:29,553 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:38:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9550, loss_cls: 4.0361, loss: 4.0361 +2025-05-28 11:29:12,257 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:37:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 4.0916, loss: 4.0916 +2025-05-28 11:29:54,909 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:35:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9506, loss_cls: 4.1266, loss: 4.1266 +2025-05-28 11:30:37,573 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:34:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7125, top5_acc: 0.9456, loss_cls: 4.0645, loss: 4.0645 +2025-05-28 11:31:20,187 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:32:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 4.0437, loss: 4.0437 +2025-05-28 11:32:02,916 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.1077, loss: 4.1077 +2025-05-28 11:32:45,569 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 3.9522, loss: 3.9522 +2025-05-28 11:33:28,240 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:28:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 4.1142, loss: 4.1142 +2025-05-28 11:34:10,940 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:27:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.0507, loss: 4.0507 +2025-05-28 11:34:53,567 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:25:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 3.9543, loss: 3.9543 +2025-05-28 11:35:36,230 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:24:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 3.8961, loss: 3.8961 +2025-05-28 11:36:18,862 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:23:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9569, loss_cls: 3.9900, loss: 3.9900 +2025-05-28 11:37:01,496 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:21:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9506, loss_cls: 4.0680, loss: 4.0680 +2025-05-28 11:37:44,153 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:20:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9563, loss_cls: 4.0378, loss: 4.0378 +2025-05-28 11:38:26,836 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:19:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9631, loss_cls: 4.0041, loss: 4.0041 +2025-05-28 11:39:09,597 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:17:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 3.9643, loss: 3.9643 +2025-05-28 11:39:12,684 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-28 11:40:29,055 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:40:29,128 - pyskl - INFO - +top1_acc 0.6928 +top5_acc 0.9394 +2025-05-28 11:40:29,200 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_3.pth was removed +2025-05-28 11:40:30,256 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-28 11:40:30,257 - pyskl - INFO - Best top1_acc is 0.6928 at 4 epoch. +2025-05-28 11:40:30,260 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6928, top5_acc: 0.9394 +2025-05-28 11:41:34,988 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:28:14, time: 0.647, data_time: 0.216, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9544, loss_cls: 3.9790, loss: 3.9790 +2025-05-28 11:42:18,170 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:27:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 3.8442, loss: 3.8442 +2025-05-28 11:43:01,220 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:26:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9600, loss_cls: 3.9580, loss: 3.9580 +2025-05-28 11:43:44,401 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:24:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9544, loss_cls: 3.9748, loss: 3.9748 +2025-05-28 11:44:27,377 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:23:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 3.9184, loss: 3.9184 +2025-05-28 11:45:10,146 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:22:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9625, loss_cls: 3.8028, loss: 3.8028 +2025-05-28 11:45:52,791 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:21:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 3.8705, loss: 3.8705 +2025-05-28 11:46:35,497 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:19:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9537, loss_cls: 3.9281, loss: 3.9281 +2025-05-28 11:47:18,208 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:18:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9519, loss_cls: 3.9612, loss: 3.9612 +2025-05-28 11:48:00,816 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:17:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 4.0179, loss: 4.0179 +2025-05-28 11:48:43,416 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:15:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9631, loss_cls: 3.9820, loss: 3.9820 +2025-05-28 11:49:26,059 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:14:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 3.8781, loss: 3.8781 +2025-05-28 11:50:08,690 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:13:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 3.9050, loss: 3.9050 +2025-05-28 11:50:51,376 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:12:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 3.9102, loss: 3.9102 +2025-05-28 11:51:33,990 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:10:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 3.9169, loss: 3.9169 +2025-05-28 11:52:16,684 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:09:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.8323, loss: 3.8323 +2025-05-28 11:52:59,273 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:08:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 3.7713, loss: 3.7713 +2025-05-28 11:53:41,909 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:07:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9625, loss_cls: 3.8234, loss: 3.8234 +2025-05-28 11:54:24,538 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:05:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 3.9175, loss: 3.9175 +2025-05-28 11:55:07,224 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:04:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 3.8556, loss: 3.8556 +2025-05-28 11:55:49,817 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:03:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9581, loss_cls: 3.7715, loss: 3.7715 +2025-05-28 11:56:32,431 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:02:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 3.8802, loss: 3.8802 +2025-05-28 11:57:15,058 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:00:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.7374, loss: 3.7374 +2025-05-28 11:57:57,776 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 19:59:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 3.7819, loss: 3.7819 +2025-05-28 11:58:40,431 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 19:58:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 3.9204, loss: 3.9204 +2025-05-28 11:58:43,494 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-28 12:07:32,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:07:32,433 - pyskl - INFO - +top1_acc 0.6682 +top5_acc 0.9050 +2025-05-28 12:07:32,435 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6682, top5_acc: 0.9050 +2025-05-28 12:08:35,485 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:05:57, time: 0.630, data_time: 0.205, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 3.7674, loss: 3.7674 +2025-05-28 12:09:18,217 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:04:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 3.8780, loss: 3.8780 +2025-05-28 12:10:01,070 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:03:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 3.9417, loss: 3.9417 +2025-05-28 12:10:43,937 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:02:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.7788, loss: 3.7788 +2025-05-28 12:11:26,724 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:01:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9625, loss_cls: 3.8105, loss: 3.8105 +2025-05-28 12:12:09,569 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:00:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.8056, loss: 3.8056 +2025-05-28 12:12:52,218 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 19:59:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8208, loss: 3.8208 +2025-05-28 12:13:35,021 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 19:57:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.7030, loss: 3.7030 +2025-05-28 12:14:17,828 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 19:56:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.6289, loss: 3.6289 +2025-05-28 12:15:01,005 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 19:55:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.8170, loss: 3.8170 +2025-05-28 12:15:43,955 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:54:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 3.7851, loss: 3.7851 +2025-05-28 12:16:26,759 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:53:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 3.6682, loss: 3.6682 +2025-05-28 12:17:09,563 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:52:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.6630, loss: 3.6630 +2025-05-28 12:17:52,376 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:51:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 3.7807, loss: 3.7807 +2025-05-28 12:18:35,254 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:50:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.6912, loss: 3.6912 +2025-05-28 12:19:18,666 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:49:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 3.5971, loss: 3.5971 +2025-05-28 12:20:01,598 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:48:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 3.6947, loss: 3.6947 +2025-05-28 12:20:44,265 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:47:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9675, loss_cls: 3.6875, loss: 3.6875 +2025-05-28 12:21:27,058 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:46:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7451, loss: 3.7451 +2025-05-28 12:22:09,775 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 3.7295, loss: 3.7295 +2025-05-28 12:22:52,454 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:44:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 3.6659, loss: 3.6659 +2025-05-28 12:23:35,128 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:43:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9587, loss_cls: 3.8978, loss: 3.8978 +2025-05-28 12:24:17,885 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:42:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.6556, loss: 3.6556 +2025-05-28 12:25:00,552 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:41:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 3.8504, loss: 3.8504 +2025-05-28 12:25:43,428 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:40:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 3.7220, loss: 3.7220 +2025-05-28 12:25:46,538 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-28 12:27:02,495 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:27:02,565 - pyskl - INFO - +top1_acc 0.6725 +top5_acc 0.9191 +2025-05-28 12:27:02,568 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6725, top5_acc: 0.9191 +2025-05-28 12:28:06,434 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:46:21, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.7365, loss: 3.7365 +2025-05-28 12:28:49,113 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:45:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9656, loss_cls: 3.6485, loss: 3.6485 +2025-05-28 12:29:31,864 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:44:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.5660, loss: 3.5660 +2025-05-28 12:30:14,628 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:43:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 3.7084, loss: 3.7084 +2025-05-28 12:30:57,318 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:41:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 3.5761, loss: 3.5761 +2025-05-28 12:31:40,050 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:40:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.6950, loss: 3.6950 +2025-05-28 12:32:22,728 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:39:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 3.6728, loss: 3.6728 +2025-05-28 12:33:05,568 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.6823, loss: 3.6823 +2025-05-28 12:33:48,283 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:37:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.4838, loss: 3.4838 +2025-05-28 12:34:30,951 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:36:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9669, loss_cls: 3.7602, loss: 3.7602 +2025-05-28 12:35:13,595 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:35:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.6546, loss: 3.6546 +2025-05-28 12:35:56,296 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:34:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9694, loss_cls: 3.5834, loss: 3.5834 +2025-05-28 12:36:38,991 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:33:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 3.7187, loss: 3.7187 +2025-05-28 12:37:21,706 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:32:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 3.7523, loss: 3.7523 +2025-05-28 12:38:04,408 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:31:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 3.6329, loss: 3.6329 +2025-05-28 12:38:47,151 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:30:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.6284, loss: 3.6284 +2025-05-28 12:39:29,883 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:29:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 3.8594, loss: 3.8594 +2025-05-28 12:40:12,694 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:28:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 3.7527, loss: 3.7527 +2025-05-28 12:40:55,457 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:27:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.6357, loss: 3.6357 +2025-05-28 12:41:38,123 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:26:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 3.6375, loss: 3.6375 +2025-05-28 12:42:20,878 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:25:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9613, loss_cls: 3.7159, loss: 3.7159 +2025-05-28 12:43:03,653 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:24:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.6023, loss: 3.6023 +2025-05-28 12:43:46,405 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:23:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.6603, loss: 3.6603 +2025-05-28 12:44:29,150 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:22:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.5556, loss: 3.5556 +2025-05-28 12:45:11,952 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:21:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 3.6282, loss: 3.6282 +2025-05-28 12:45:15,022 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-28 12:46:30,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:46:30,862 - pyskl - INFO - +top1_acc 0.7289 +top5_acc 0.9437 +2025-05-28 12:46:30,917 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_4.pth was removed +2025-05-28 12:46:31,962 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-28 12:46:31,963 - pyskl - INFO - Best top1_acc is 0.7289 at 7 epoch. +2025-05-28 12:46:31,965 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7289, top5_acc: 0.9437 +2025-05-28 12:47:35,244 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:26:08, time: 0.633, data_time: 0.207, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.6230, loss: 3.6230 +2025-05-28 12:48:17,692 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:25:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 3.4741, loss: 3.4741 +2025-05-28 12:49:00,399 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:23:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9656, loss_cls: 3.7413, loss: 3.7413 +2025-05-28 12:49:43,233 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:22:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.4930, loss: 3.4930 +2025-05-28 12:50:25,999 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:21:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.5720, loss: 3.5720 +2025-05-28 12:51:08,741 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:20:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.5551, loss: 3.5551 +2025-05-28 12:51:51,481 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:19:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 3.7182, loss: 3.7182 +2025-05-28 12:52:34,121 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:18:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 3.6452, loss: 3.6452 +2025-05-28 12:53:16,753 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:17:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.5252, loss: 3.5252 +2025-05-28 12:53:59,461 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:16:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.6407, loss: 3.6407 +2025-05-28 12:54:42,128 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:15:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.5410, loss: 3.5410 +2025-05-28 12:55:24,845 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:14:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9738, loss_cls: 3.5154, loss: 3.5154 +2025-05-28 12:56:07,618 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:13:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.4492, loss: 3.4492 +2025-05-28 12:56:50,245 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:12:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.6612, loss: 3.6612 +2025-05-28 12:57:32,945 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:11:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 3.5452, loss: 3.5452 +2025-05-28 12:58:15,631 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:10:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.5339, loss: 3.5339 +2025-05-28 12:58:58,325 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:09:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.5959, loss: 3.5959 +2025-05-28 12:59:40,988 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:08:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.5210, loss: 3.5210 +2025-05-28 13:00:23,686 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:07:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.5317, loss: 3.5317 +2025-05-28 13:01:06,288 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:06:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 3.7084, loss: 3.7084 +2025-05-28 13:01:48,952 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:05:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.6928, loss: 3.6928 +2025-05-28 13:02:31,635 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:04:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.4864, loss: 3.4864 +2025-05-28 13:03:14,310 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:03:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 3.5190, loss: 3.5190 +2025-05-28 13:03:56,976 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:02:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 3.5786, loss: 3.5786 +2025-05-28 13:04:39,701 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:01:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.5730, loss: 3.5730 +2025-05-28 13:04:42,806 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-28 13:05:58,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:05:58,809 - pyskl - INFO - +top1_acc 0.6963 +top5_acc 0.9241 +2025-05-28 13:05:58,812 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.6963, top5_acc: 0.9241 +2025-05-28 13:07:02,326 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:06:11, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5139, loss: 3.5139 +2025-05-28 13:07:45,113 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:05:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.5151, loss: 3.5151 +2025-05-28 13:08:27,926 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:04:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 3.4152, loss: 3.4152 +2025-05-28 13:09:10,963 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:03:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.5413, loss: 3.5413 +2025-05-28 13:09:53,648 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:02:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.5023, loss: 3.5023 +2025-05-28 13:10:36,315 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:01:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 3.6145, loss: 3.6145 +2025-05-28 13:11:19,079 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:00:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.5600, loss: 3.5600 +2025-05-28 13:12:01,758 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 18:59:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.4688, loss: 3.4688 +2025-05-28 13:12:44,530 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 18:58:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.5415, loss: 3.5415 +2025-05-28 13:13:27,275 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 18:57:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.6532, loss: 3.6532 +2025-05-28 13:14:10,058 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 18:56:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.4947, loss: 3.4947 +2025-05-28 13:14:52,682 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 18:55:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 3.5517, loss: 3.5517 +2025-05-28 13:15:35,541 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 18:54:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.5172, loss: 3.5172 +2025-05-28 13:16:18,294 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 18:53:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 3.4646, loss: 3.4646 +2025-05-28 13:17:00,965 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 18:52:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.4320, loss: 3.4320 +2025-05-28 13:17:43,702 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:51:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.5042, loss: 3.5042 +2025-05-28 13:18:26,604 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:50:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.4817, loss: 3.4817 +2025-05-28 13:19:09,320 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:49:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 3.5370, loss: 3.5370 +2025-05-28 13:19:52,072 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:48:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9738, loss_cls: 3.4809, loss: 3.4809 +2025-05-28 13:20:34,781 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:48:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.3927, loss: 3.3927 +2025-05-28 13:21:17,487 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:47:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 3.5611, loss: 3.5611 +2025-05-28 13:22:00,130 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:46:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.6446, loss: 3.6446 +2025-05-28 13:22:42,860 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:45:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.5805, loss: 3.5805 +2025-05-28 13:23:25,610 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:44:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.5118, loss: 3.5118 +2025-05-28 13:24:08,330 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:43:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.5665, loss: 3.5665 +2025-05-28 13:24:11,468 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-28 13:25:27,145 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:25:27,214 - pyskl - INFO - +top1_acc 0.7418 +top5_acc 0.9432 +2025-05-28 13:25:27,273 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_7.pth was removed +2025-05-28 13:25:28,340 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-28 13:25:28,341 - pyskl - INFO - Best top1_acc is 0.7418 at 9 epoch. +2025-05-28 13:25:28,343 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7418, top5_acc: 0.9432 +2025-05-28 13:26:31,865 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:47:03, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 3.4058, loss: 3.4058 +2025-05-28 13:27:14,667 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:46:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.3752, loss: 3.3752 +2025-05-28 13:27:57,418 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:45:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.4111, loss: 3.4111 +2025-05-28 13:28:40,210 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:44:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.4796, loss: 3.4796 +2025-05-28 13:29:22,867 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:43:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 3.4040, loss: 3.4040 +2025-05-28 13:30:05,578 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:42:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.5500, loss: 3.5500 +2025-05-28 13:30:48,269 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.4881, loss: 3.4881 +2025-05-28 13:31:31,036 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:40:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 3.5077, loss: 3.5077 +2025-05-28 13:32:13,893 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:39:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.6336, loss: 3.6336 +2025-05-28 13:32:56,625 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:38:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 3.4716, loss: 3.4716 +2025-05-28 13:33:39,268 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:37:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.6241, loss: 3.6241 +2025-05-28 13:34:21,919 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:36:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4325, loss: 3.4325 +2025-05-28 13:35:04,586 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:35:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.4380, loss: 3.4380 +2025-05-28 13:35:47,197 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:34:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.3753, loss: 3.3753 +2025-05-28 13:36:29,776 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:33:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.5270, loss: 3.5270 +2025-05-28 13:37:12,292 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:32:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.4525, loss: 3.4525 +2025-05-28 13:37:54,853 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:31:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.5046, loss: 3.5046 +2025-05-28 13:38:37,438 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:30:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 3.2907, loss: 3.2907 +2025-05-28 13:39:19,964 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:29:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.4387, loss: 3.4387 +2025-05-28 13:40:02,571 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:29:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9756, loss_cls: 3.3476, loss: 3.3476 +2025-05-28 13:40:45,320 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:28:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.3464, loss: 3.3464 +2025-05-28 13:41:28,069 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:27:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 3.6042, loss: 3.6042 +2025-05-28 13:42:10,860 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:26:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.3154, loss: 3.3154 +2025-05-28 13:42:53,694 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:25:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9775, loss_cls: 3.4094, loss: 3.4094 +2025-05-28 13:43:36,803 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:24:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.4067, loss: 3.4067 +2025-05-28 13:43:39,883 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-28 13:52:01,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:52:01,394 - pyskl - INFO - +top1_acc 0.7483 +top5_acc 0.9524 +2025-05-28 13:52:01,478 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_9.pth was removed +2025-05-28 13:52:02,509 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-28 13:52:02,510 - pyskl - INFO - Best top1_acc is 0.7483 at 10 epoch. +2025-05-28 13:52:02,514 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7483, top5_acc: 0.9524 +2025-05-28 13:53:06,379 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:27:56, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9788, loss_cls: 3.2579, loss: 3.2579 +2025-05-28 13:53:49,000 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:26:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.5231, loss: 3.5231 +2025-05-28 13:54:31,621 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:26:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.4814, loss: 3.4814 +2025-05-28 13:55:14,299 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:25:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.2434, loss: 3.2434 +2025-05-28 13:55:57,416 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:24:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.4239, loss: 3.4239 +2025-05-28 13:56:40,113 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:23:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.3847, loss: 3.3847 +2025-05-28 13:57:22,694 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:22:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.3799, loss: 3.3799 +2025-05-28 13:58:05,257 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:21:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.5162, loss: 3.5162 +2025-05-28 13:58:47,913 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:20:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.3298, loss: 3.3298 +2025-05-28 13:59:30,670 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:19:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.3856, loss: 3.3856 +2025-05-28 14:00:13,387 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:18:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.3579, loss: 3.3579 +2025-05-28 14:00:56,312 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:17:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.3333, loss: 3.3333 +2025-05-28 14:01:39,183 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:16:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.4519, loss: 3.4519 +2025-05-28 14:02:21,881 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:16:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4716, loss: 3.4716 +2025-05-28 14:03:04,614 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 3.3310, loss: 3.3310 +2025-05-28 14:03:47,250 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:14:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.4901, loss: 3.4901 +2025-05-28 14:04:29,943 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:13:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.3512, loss: 3.3512 +2025-05-28 14:05:12,629 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:12:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.3734, loss: 3.3734 +2025-05-28 14:05:55,417 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:11:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.4889, loss: 3.4889 +2025-05-28 14:06:38,166 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:10:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.3680, loss: 3.3680 +2025-05-28 14:07:20,982 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:09:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.4758, loss: 3.4758 +2025-05-28 14:08:03,801 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:08:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.4510, loss: 3.4510 +2025-05-28 14:08:46,568 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:07:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.3737, loss: 3.3737 +2025-05-28 14:09:29,320 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:07:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.4171, loss: 3.4171 +2025-05-28 14:10:12,023 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:06:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9750, loss_cls: 3.3673, loss: 3.3673 +2025-05-28 14:10:15,174 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-28 14:11:31,140 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:11:31,211 - pyskl - INFO - +top1_acc 0.7781 +top5_acc 0.9603 +2025-05-28 14:11:31,285 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_10.pth was removed +2025-05-28 14:11:32,395 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-05-28 14:11:32,396 - pyskl - INFO - Best top1_acc is 0.7781 at 11 epoch. +2025-05-28 14:11:32,398 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7781, top5_acc: 0.9603 +2025-05-28 14:12:35,931 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:09:04, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.1672, loss: 3.1672 +2025-05-28 14:13:18,709 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:08:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 3.3667, loss: 3.3667 +2025-05-28 14:14:01,460 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:07:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.1714, loss: 3.1714 +2025-05-28 14:14:43,973 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:06:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.3498, loss: 3.3498 +2025-05-28 14:15:26,620 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:05:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.3728, loss: 3.3728 +2025-05-28 14:16:09,350 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:04:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.2971, loss: 3.2971 +2025-05-28 14:16:52,103 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:03:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.4694, loss: 3.4694 +2025-05-28 14:17:34,901 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:02:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.3145, loss: 3.3145 +2025-05-28 14:18:17,620 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:01:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.4867, loss: 3.4867 +2025-05-28 14:19:00,393 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:00:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.3338, loss: 3.3338 +2025-05-28 14:19:43,198 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:00:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.2908, loss: 3.2908 +2025-05-28 14:20:26,075 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 17:59:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.3554, loss: 3.3554 +2025-05-28 14:21:09,027 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 17:58:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.3237, loss: 3.3237 +2025-05-28 14:21:51,677 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 17:57:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 3.3002, loss: 3.3002 +2025-05-28 14:22:34,417 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 17:56:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.2984, loss: 3.2984 +2025-05-28 14:23:17,071 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 17:55:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.5160, loss: 3.5160 +2025-05-28 14:23:59,940 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 17:54:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 3.4535, loss: 3.4535 +2025-05-28 14:24:42,768 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 17:53:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.4131, loss: 3.4131 +2025-05-28 14:25:25,473 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 17:53:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.3964, loss: 3.3964 +2025-05-28 14:26:08,110 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 17:52:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.4085, loss: 3.4085 +2025-05-28 14:26:50,717 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 17:51:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.3539, loss: 3.3539 +2025-05-28 14:27:33,399 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 17:50:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.2700, loss: 3.2700 +2025-05-28 14:28:16,024 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:49:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.3870, loss: 3.3870 +2025-05-28 14:28:58,647 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:48:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.3615, loss: 3.3615 +2025-05-28 14:29:41,248 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:47:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.2050, loss: 3.2050 +2025-05-28 14:29:44,437 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-28 14:31:00,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:31:00,455 - pyskl - INFO - +top1_acc 0.8004 +top5_acc 0.9646 +2025-05-28 14:31:00,510 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_11.pth was removed +2025-05-28 14:31:01,542 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-28 14:31:01,542 - pyskl - INFO - Best top1_acc is 0.8004 at 12 epoch. +2025-05-28 14:31:01,545 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.8004, top5_acc: 0.9646 +2025-05-28 14:32:05,309 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 17:50:19, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2191, loss: 3.2191 +2025-05-28 14:32:48,023 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:49:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.2598, loss: 3.2598 +2025-05-28 14:33:30,619 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:48:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.4149, loss: 3.4149 +2025-05-28 14:34:13,374 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:47:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.2068, loss: 3.2068 +2025-05-28 14:34:56,133 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:46:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.2479, loss: 3.2479 +2025-05-28 14:35:38,865 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:45:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.3543, loss: 3.3543 +2025-05-28 14:36:21,518 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:44:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.1927, loss: 3.1927 +2025-05-28 14:37:04,229 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:44:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2650, loss: 3.2650 +2025-05-28 14:37:47,023 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:43:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.2669, loss: 3.2669 +2025-05-28 14:38:29,686 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:42:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.1536, loss: 3.1536 +2025-05-28 14:39:12,436 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:41:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3258, loss: 3.3258 +2025-05-28 14:39:55,232 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:40:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.4936, loss: 3.4936 +2025-05-28 14:40:38,050 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.2025, loss: 3.2025 +2025-05-28 14:41:20,792 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:38:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.3571, loss: 3.3571 +2025-05-28 14:42:03,565 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:38:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.2747, loss: 3.2747 +2025-05-28 14:42:46,253 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:37:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.3237, loss: 3.3237 +2025-05-28 14:43:28,964 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:36:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.3143, loss: 3.3143 +2025-05-28 14:44:11,656 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:35:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.3039, loss: 3.3039 +2025-05-28 14:44:54,320 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:34:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.2531, loss: 3.2531 +2025-05-28 14:45:36,993 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:33:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.2037, loss: 3.2037 +2025-05-28 14:46:19,681 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:32:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.4218, loss: 3.4218 +2025-05-28 14:47:02,450 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:31:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.2950, loss: 3.2950 +2025-05-28 14:47:45,214 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:31:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 3.2743, loss: 3.2743 +2025-05-28 14:48:28,061 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:30:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.3326, loss: 3.3326 +2025-05-28 14:49:10,883 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:29:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 3.3299, loss: 3.3299 +2025-05-28 14:49:13,973 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-28 14:50:29,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:50:29,953 - pyskl - INFO - +top1_acc 0.7465 +top5_acc 0.9534 +2025-05-28 14:50:29,956 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7465, top5_acc: 0.9534 +2025-05-28 14:51:33,600 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:31:40, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2174, loss: 3.2174 +2025-05-28 14:52:16,477 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:30:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.3346, loss: 3.3346 +2025-05-28 14:52:59,253 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.2458, loss: 3.2458 +2025-05-28 14:53:42,175 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:29:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1685, loss: 3.1685 +2025-05-28 14:54:24,717 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:28:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.2010, loss: 3.2010 +2025-05-28 14:55:07,327 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:27:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.3246, loss: 3.3246 +2025-05-28 14:55:49,939 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:26:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 3.2777, loss: 3.2777 +2025-05-28 14:56:32,659 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:25:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.2802, loss: 3.2802 +2025-05-28 14:57:15,337 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:24:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.2786, loss: 3.2786 +2025-05-28 14:57:58,041 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:23:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2439, loss: 3.2439 +2025-05-28 14:58:40,719 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:22:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.3097, loss: 3.3097 +2025-05-28 14:59:23,438 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:22:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.2796, loss: 3.2796 +2025-05-28 15:00:06,154 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:21:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.4340, loss: 3.4340 +2025-05-28 15:00:48,907 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:20:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 3.4128, loss: 3.4128 +2025-05-28 15:01:31,604 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:19:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.2750, loss: 3.2750 +2025-05-28 15:02:14,316 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2783, loss: 3.2783 +2025-05-28 15:02:57,121 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:17:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.3267, loss: 3.3267 +2025-05-28 15:03:39,882 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:16:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1222, loss: 3.1222 +2025-05-28 15:04:22,642 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:16:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.2282, loss: 3.2282 +2025-05-28 15:05:05,334 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:15:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.2632, loss: 3.2632 +2025-05-28 15:05:48,045 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.3122, loss: 3.3122 +2025-05-28 15:06:30,832 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:13:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2531, loss: 3.2531 +2025-05-28 15:07:13,580 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:12:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.2485, loss: 3.2485 +2025-05-28 15:07:56,302 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:11:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.2388, loss: 3.2388 +2025-05-28 15:08:39,039 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:11:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.2344, loss: 3.2344 +2025-05-28 15:08:42,151 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-28 15:09:57,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:09:57,791 - pyskl - INFO - +top1_acc 0.7550 +top5_acc 0.9474 +2025-05-28 15:09:57,794 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7550, top5_acc: 0.9474 +2025-05-28 15:11:00,673 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:12:57, time: 0.629, data_time: 0.203, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 3.3050, loss: 3.3050 +2025-05-28 15:11:43,233 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:12:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.1480, loss: 3.1480 +2025-05-28 15:12:25,910 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:11:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.0956, loss: 3.0956 +2025-05-28 15:13:08,480 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:10:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.3273, loss: 3.3273 +2025-05-28 15:13:51,236 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:09:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3147, loss: 3.3147 +2025-05-28 15:14:33,982 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:08:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9806, loss_cls: 3.2017, loss: 3.2017 +2025-05-28 15:15:16,928 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:07:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 3.1661, loss: 3.1661 +2025-05-28 15:15:59,601 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:06:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.3754, loss: 3.3754 +2025-05-28 15:16:42,299 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:06:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.3616, loss: 3.3616 +2025-05-28 15:17:25,052 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:05:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.2843, loss: 3.2843 +2025-05-28 15:18:07,761 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:04:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.1408, loss: 3.1408 +2025-05-28 15:18:50,461 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:03:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.1415, loss: 3.1415 +2025-05-28 15:19:33,119 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.1821, loss: 3.1821 +2025-05-28 15:20:15,805 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:01:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.3251, loss: 3.3251 +2025-05-28 15:20:58,458 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:00:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.2345, loss: 3.2345 +2025-05-28 15:21:41,138 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:00:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0699, loss: 3.0699 +2025-05-28 15:22:23,815 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 16:59:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.2917, loss: 3.2917 +2025-05-28 15:23:06,478 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 16:58:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.2038, loss: 3.2038 +2025-05-28 15:23:49,158 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 16:57:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.2241, loss: 3.2241 +2025-05-28 15:24:31,828 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 16:56:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.2624, loss: 3.2624 +2025-05-28 15:25:14,538 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 16:55:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.3236, loss: 3.3236 +2025-05-28 15:25:57,304 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 16:55:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1932, loss: 3.1932 +2025-05-28 15:26:39,990 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 16:54:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.2044, loss: 3.2044 +2025-05-28 15:27:22,648 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 16:53:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.1474, loss: 3.1474 +2025-05-28 15:28:05,294 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 16:52:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.3226, loss: 3.3226 +2025-05-28 15:28:08,368 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-28 15:37:13,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:37:13,797 - pyskl - INFO - +top1_acc 0.7619 +top5_acc 0.9528 +2025-05-28 15:37:13,800 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7619, top5_acc: 0.9528 +2025-05-28 15:38:16,934 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 16:54:13, time: 0.631, data_time: 0.207, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1226, loss: 3.1226 +2025-05-28 15:38:59,427 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 16:53:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9806, loss_cls: 3.1705, loss: 3.1705 +2025-05-28 15:39:42,055 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 16:52:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.2295, loss: 3.2295 +2025-05-28 15:40:24,797 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 16:51:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.2460, loss: 3.2460 +2025-05-28 15:41:07,508 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 16:50:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1270, loss: 3.1270 +2025-05-28 15:41:50,237 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 16:49:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3319, loss: 3.3319 +2025-05-28 15:42:32,815 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:49:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.3686, loss: 3.3686 +2025-05-28 15:43:15,457 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:48:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.4307, loss: 3.4307 +2025-05-28 15:43:58,116 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:47:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.2500, loss: 3.2500 +2025-05-28 15:44:40,938 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:46:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.2950, loss: 3.2950 +2025-05-28 15:45:23,643 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:45:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.2344, loss: 3.2344 +2025-05-28 15:46:06,251 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:44:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.1005, loss: 3.1005 +2025-05-28 15:46:48,880 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:44:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.3105, loss: 3.3105 +2025-05-28 15:47:31,490 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:43:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.2177, loss: 3.2177 +2025-05-28 15:48:14,285 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:42:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.2255, loss: 3.2255 +2025-05-28 15:48:57,032 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:41:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.1464, loss: 3.1464 +2025-05-28 15:49:39,880 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:40:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2815, loss: 3.2815 +2025-05-28 15:50:22,620 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:39:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.1634, loss: 3.1634 +2025-05-28 15:51:05,285 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:38:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.2266, loss: 3.2266 +2025-05-28 15:51:47,944 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:38:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.1802, loss: 3.1802 +2025-05-28 15:52:30,641 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:37:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.2472, loss: 3.2472 +2025-05-28 15:53:13,329 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:36:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.2238, loss: 3.2238 +2025-05-28 15:53:56,037 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:35:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3160, loss: 3.3160 +2025-05-28 15:54:38,835 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:34:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.1275, loss: 3.1275 +2025-05-28 15:55:21,575 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:33:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1630, loss: 3.1630 +2025-05-28 15:55:24,680 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-28 15:56:40,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:56:40,344 - pyskl - INFO - +top1_acc 0.7820 +top5_acc 0.9606 +2025-05-28 15:56:40,346 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7820, top5_acc: 0.9606 +2025-05-28 15:57:43,830 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:35:37, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.2457, loss: 3.2457 +2025-05-28 15:58:26,449 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:34:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.1783, loss: 3.1783 +2025-05-28 15:59:09,297 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.1235, loss: 3.1235 +2025-05-28 15:59:51,988 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:33:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 3.0101, loss: 3.0101 +2025-05-28 16:00:34,804 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:32:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.1840, loss: 3.1840 +2025-05-28 16:01:17,770 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:31:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.9858, loss: 2.9858 +2025-05-28 16:02:00,745 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:30:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9838, loss_cls: 3.1391, loss: 3.1391 +2025-05-28 16:02:43,621 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:29:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.2351, loss: 3.2351 +2025-05-28 16:03:26,364 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:29:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.2028, loss: 3.2028 +2025-05-28 16:04:09,104 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:28:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2363, loss: 3.2363 +2025-05-28 16:04:51,917 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:27:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1205, loss: 3.1205 +2025-05-28 16:05:34,715 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:26:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1802, loss: 3.1802 +2025-05-28 16:06:17,421 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:25:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.2738, loss: 3.2738 +2025-05-28 16:07:00,180 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:24:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1167, loss: 3.1167 +2025-05-28 16:07:42,951 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:24:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.1115, loss: 3.1115 +2025-05-28 16:08:25,685 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:23:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.2037, loss: 3.2037 +2025-05-28 16:09:08,459 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:22:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.2380, loss: 3.2380 +2025-05-28 16:09:51,179 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:21:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.2972, loss: 3.2972 +2025-05-28 16:10:33,901 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:20:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.1949, loss: 3.1949 +2025-05-28 16:11:16,586 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:19:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2253, loss: 3.2253 +2025-05-28 16:11:59,307 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:19:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.2255, loss: 3.2255 +2025-05-28 16:12:42,023 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:18:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.1366, loss: 3.1366 +2025-05-28 16:13:24,752 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:17:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.1624, loss: 3.1624 +2025-05-28 16:14:07,324 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:16:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.1767, loss: 3.1767 +2025-05-28 16:14:50,110 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:15:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1873, loss: 3.1873 +2025-05-28 16:14:53,238 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-28 16:16:09,122 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:16:09,192 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9582 +2025-05-28 16:16:09,195 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7801, top5_acc: 0.9582 +2025-05-28 16:17:12,687 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:17:17, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.0580, loss: 3.0580 +2025-05-28 16:17:55,301 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:16:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.1526, loss: 3.1526 +2025-05-28 16:18:38,167 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:15:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 3.0594, loss: 3.0594 +2025-05-28 16:19:20,856 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:14:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.1621, loss: 3.1621 +2025-05-28 16:20:03,722 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:13:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.2276, loss: 3.2276 +2025-05-28 16:20:46,613 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:13:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.0955, loss: 3.0955 +2025-05-28 16:21:29,396 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:12:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.2168, loss: 3.2168 +2025-05-28 16:22:12,188 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:11:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.2924, loss: 3.2924 +2025-05-28 16:22:55,013 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:10:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.1158, loss: 3.1158 +2025-05-28 16:23:37,816 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:09:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 3.1703, loss: 3.1703 +2025-05-28 16:24:20,641 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:09:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1880, loss: 3.1880 +2025-05-28 16:25:03,478 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.0747, loss: 3.0747 +2025-05-28 16:25:46,346 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:07:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1388, loss: 3.1388 +2025-05-28 16:26:28,999 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:06:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.3380, loss: 3.3380 +2025-05-28 16:27:11,773 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:05:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9819, loss_cls: 3.1296, loss: 3.1296 +2025-05-28 16:27:54,503 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:05:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.1464, loss: 3.1464 +2025-05-28 16:28:37,219 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:04:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0738, loss: 3.0738 +2025-05-28 16:29:20,007 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:03:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9950, loss: 2.9950 +2025-05-28 16:30:02,717 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:02:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.2218, loss: 3.2218 +2025-05-28 16:30:45,511 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:01:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.1951, loss: 3.1951 +2025-05-28 16:31:28,228 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:00:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.1648, loss: 3.1648 +2025-05-28 16:32:10,994 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:00:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.2010, loss: 3.2010 +2025-05-28 16:32:53,683 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 15:59:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.1870, loss: 3.1870 +2025-05-28 16:33:36,413 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 15:58:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1133, loss: 3.1133 +2025-05-28 16:34:19,065 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 15:57:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.1274, loss: 3.1274 +2025-05-28 16:34:22,223 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-28 16:35:38,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:35:38,197 - pyskl - INFO - +top1_acc 0.7527 +top5_acc 0.9609 +2025-05-28 16:35:38,199 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7527, top5_acc: 0.9609 +2025-05-28 16:36:42,048 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 15:59:02, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.0776, loss: 3.0776 +2025-05-28 16:37:24,860 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 15:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.0777, loss: 3.0777 +2025-05-28 16:38:07,616 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 15:57:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 2.9564, loss: 2.9564 +2025-05-28 16:38:50,447 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 15:56:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.2043, loss: 3.2043 +2025-05-28 16:39:33,452 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 15:55:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.1628, loss: 3.1628 +2025-05-28 16:40:16,235 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 15:54:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.1348, loss: 3.1348 +2025-05-28 16:40:59,037 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 15:54:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.1063, loss: 3.1063 +2025-05-28 16:41:41,723 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 15:53:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.0984, loss: 3.0984 +2025-05-28 16:42:24,397 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 15:52:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1421, loss: 3.1421 +2025-05-28 16:43:07,104 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 15:51:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.1644, loss: 3.1644 +2025-05-28 16:43:49,812 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 15:50:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.1589, loss: 3.1589 +2025-05-28 16:44:32,570 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 15:50:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0854, loss: 3.0854 +2025-05-28 16:45:15,233 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:49:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1986, loss: 3.1986 +2025-05-28 16:45:57,916 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:48:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.0176, loss: 3.0176 +2025-05-28 16:46:40,658 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:47:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.2159, loss: 3.2159 +2025-05-28 16:47:23,544 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:46:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.1448, loss: 3.1448 +2025-05-28 16:48:06,370 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:46:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.1261, loss: 3.1261 +2025-05-28 16:48:49,161 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:45:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.2157, loss: 3.2157 +2025-05-28 16:49:31,945 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:44:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1421, loss: 3.1421 +2025-05-28 16:50:14,601 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:43:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1234, loss: 3.1234 +2025-05-28 16:50:57,303 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:42:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.2351, loss: 3.2351 +2025-05-28 16:51:39,913 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:41:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.1147, loss: 3.1147 +2025-05-28 16:52:22,551 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:41:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0141, loss: 3.0141 +2025-05-28 16:53:05,307 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:40:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1673, loss: 3.1673 +2025-05-28 16:53:48,084 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9751, loss: 2.9751 +2025-05-28 16:53:51,234 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-28 16:55:07,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:55:07,345 - pyskl - INFO - +top1_acc 0.7582 +top5_acc 0.9467 +2025-05-28 16:55:07,348 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7582, top5_acc: 0.9467 +2025-05-28 16:56:11,160 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:40:45, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9891, loss: 2.9891 +2025-05-28 16:56:53,846 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:39:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8787, loss: 2.8787 +2025-05-28 16:57:36,519 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:39:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0324, loss: 3.0324 +2025-05-28 16:58:19,219 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:38:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.1136, loss: 3.1136 +2025-05-28 16:59:02,040 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:37:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.0350, loss: 3.0350 +2025-05-28 16:59:44,845 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:36:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1343, loss: 3.1343 +2025-05-28 17:00:27,555 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:35:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9747, loss: 2.9747 +2025-05-28 17:01:10,232 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:35:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.2356, loss: 3.2356 +2025-05-28 17:01:52,860 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:34:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.1413, loss: 3.1413 +2025-05-28 17:02:35,511 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.0779, loss: 3.0779 +2025-05-28 17:03:18,230 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:32:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.0492, loss: 3.0492 +2025-05-28 17:04:00,918 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:31:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1698, loss: 3.1698 +2025-05-28 17:04:43,630 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:30:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0920, loss: 3.0920 +2025-05-28 17:05:26,336 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:30:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.1369, loss: 3.1369 +2025-05-28 17:06:09,052 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.0265, loss: 3.0265 +2025-05-28 17:06:51,732 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:28:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0686, loss: 3.0686 +2025-05-28 17:07:34,384 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:27:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.1627, loss: 3.1627 +2025-05-28 17:08:17,144 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:26:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.2020, loss: 3.2020 +2025-05-28 17:08:59,900 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:26:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.1521, loss: 3.1521 +2025-05-28 17:09:42,597 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.1876, loss: 3.1876 +2025-05-28 17:10:25,325 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:24:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.1228, loss: 3.1228 +2025-05-28 17:11:08,043 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:23:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.0822, loss: 3.0822 +2025-05-28 17:11:50,748 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:22:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.0577, loss: 3.0577 +2025-05-28 17:12:33,407 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:22:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1403, loss: 3.1403 +2025-05-28 17:13:16,086 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:21:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.2013, loss: 3.2013 +2025-05-28 17:13:19,171 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-28 17:21:54,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:21:54,107 - pyskl - INFO - +top1_acc 0.7884 +top5_acc 0.9555 +2025-05-28 17:21:54,109 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7884, top5_acc: 0.9555 +2025-05-28 17:22:57,324 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:22:17, time: 0.632, data_time: 0.207, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0577, loss: 3.0577 +2025-05-28 17:23:39,868 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:21:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1041, loss: 3.1041 +2025-05-28 17:24:22,420 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:20:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.0701, loss: 3.0701 +2025-05-28 17:25:05,075 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:19:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0970, loss: 3.0970 +2025-05-28 17:25:47,806 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:19:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.9680, loss: 2.9680 +2025-05-28 17:26:30,623 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:18:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.1021, loss: 3.1021 +2025-05-28 17:27:13,325 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:17:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.1207, loss: 3.1207 +2025-05-28 17:27:56,005 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:16:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0401, loss: 3.0401 +2025-05-28 17:28:38,692 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:15:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0875, loss: 3.0875 +2025-05-28 17:29:21,399 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.1334, loss: 3.1334 +2025-05-28 17:30:04,132 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:14:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1178, loss: 3.1178 +2025-05-28 17:30:46,897 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:13:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.1941, loss: 3.1941 +2025-05-28 17:31:29,525 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:12:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.0847, loss: 3.0847 +2025-05-28 17:32:12,209 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:11:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9781, loss_cls: 3.2228, loss: 3.2228 +2025-05-28 17:32:54,804 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:10:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.1026, loss: 3.1026 +2025-05-28 17:33:37,397 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:10:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0597, loss: 3.0597 +2025-05-28 17:34:19,981 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:09:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.8961, loss: 2.8961 +2025-05-28 17:35:02,600 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:08:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0803, loss: 3.0803 +2025-05-28 17:35:45,135 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:07:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 3.0518, loss: 3.0518 +2025-05-28 17:36:27,760 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:06:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.1174, loss: 3.1174 +2025-05-28 17:37:10,377 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:05:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 3.0753, loss: 3.0753 +2025-05-28 17:37:52,944 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:05:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.0437, loss: 3.0437 +2025-05-28 17:38:35,557 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:04:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 3.0398, loss: 3.0398 +2025-05-28 17:39:18,238 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.1995, loss: 3.1995 +2025-05-28 17:40:00,914 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:02:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0701, loss: 3.0701 +2025-05-28 17:40:04,019 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-28 17:41:20,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:41:20,397 - pyskl - INFO - +top1_acc 0.7647 +top5_acc 0.9515 +2025-05-28 17:41:20,400 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7647, top5_acc: 0.9515 +2025-05-28 17:42:25,065 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:03:52, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.0271, loss: 3.0271 +2025-05-28 17:43:08,354 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:03:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.9833, loss: 2.9833 +2025-05-28 17:43:51,196 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:02:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 2.9700, loss: 2.9700 +2025-05-28 17:44:34,055 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:01:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9952, loss: 2.9952 +2025-05-28 17:45:16,666 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:00:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.1364, loss: 3.1364 +2025-05-28 17:45:59,405 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 14:59:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.0982, loss: 3.0982 +2025-05-28 17:46:42,237 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 14:59:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.0602, loss: 3.0602 +2025-05-28 17:47:24,929 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 14:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.9009, loss: 2.9009 +2025-05-28 17:48:07,650 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 14:57:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0731, loss: 3.0731 +2025-05-28 17:48:50,420 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 14:56:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0399, loss: 3.0399 +2025-05-28 17:49:33,214 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 14:55:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.0844, loss: 3.0844 +2025-05-28 17:50:15,916 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 14:55:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 3.0922, loss: 3.0922 +2025-05-28 17:50:58,517 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 14:54:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.1549, loss: 3.1549 +2025-05-28 17:51:41,130 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 14:53:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.1850, loss: 3.1850 +2025-05-28 17:52:23,825 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 14:52:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.0802, loss: 3.0802 +2025-05-28 17:53:06,605 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 14:51:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1126, loss: 3.1126 +2025-05-28 17:53:49,216 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 14:51:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.1010, loss: 3.1010 +2025-05-28 17:54:31,977 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 14:50:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.1531, loss: 3.1531 +2025-05-28 17:55:14,694 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:49:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1329, loss: 3.1329 +2025-05-28 17:55:57,385 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:48:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.0402, loss: 3.0402 +2025-05-28 17:56:40,069 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:47:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1405, loss: 3.1405 +2025-05-28 17:57:22,692 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:47:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.1151, loss: 3.1151 +2025-05-28 17:58:05,329 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:46:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.0203, loss: 3.0203 +2025-05-28 17:58:48,126 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:45:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.1075, loss: 3.1075 +2025-05-28 17:59:30,994 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:44:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.1903, loss: 3.1903 +2025-05-28 17:59:34,143 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-28 18:00:49,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:00:49,910 - pyskl - INFO - +top1_acc 0.8060 +top5_acc 0.9657 +2025-05-28 18:00:49,963 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_12.pth was removed +2025-05-28 18:00:51,008 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-05-28 18:00:51,009 - pyskl - INFO - Best top1_acc is 0.8060 at 22 epoch. +2025-05-28 18:00:51,012 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8060, top5_acc: 0.9657 +2025-05-28 18:01:54,554 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:45:35, time: 0.635, data_time: 0.209, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0510, loss: 3.0510 +2025-05-28 18:02:37,317 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:44:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.1089, loss: 3.1089 +2025-05-28 18:03:20,056 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:43:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0838, loss: 3.0838 +2025-05-28 18:04:02,822 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:43:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0565, loss: 3.0565 +2025-05-28 18:04:45,620 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:42:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0336, loss: 3.0336 +2025-05-28 18:05:28,429 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:41:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.1789, loss: 3.1789 +2025-05-28 18:06:11,230 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:40:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0538, loss: 3.0538 +2025-05-28 18:06:53,980 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:40:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.0391, loss: 3.0391 +2025-05-28 18:07:36,809 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:39:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.1855, loss: 3.1855 +2025-05-28 18:08:19,595 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:38:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9831, loss_cls: 3.0965, loss: 3.0965 +2025-05-28 18:09:02,198 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:37:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.1138, loss: 3.1138 +2025-05-28 18:09:45,028 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:36:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.0661, loss: 3.0661 +2025-05-28 18:10:28,161 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:36:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.1376, loss: 3.1376 +2025-05-28 18:11:10,999 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0374, loss: 3.0374 +2025-05-28 18:11:53,828 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:34:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 3.0753, loss: 3.0753 +2025-05-28 18:12:36,700 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:33:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9496, loss: 2.9496 +2025-05-28 18:13:19,279 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:32:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.1788, loss: 3.1788 +2025-05-28 18:14:02,081 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:32:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9921, loss: 2.9921 +2025-05-28 18:14:44,927 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:31:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9784, loss: 2.9784 +2025-05-28 18:15:27,610 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:30:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0828, loss: 3.0828 +2025-05-28 18:16:10,401 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9862, loss_cls: 2.9112, loss: 2.9112 +2025-05-28 18:16:53,075 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:28:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.0708, loss: 3.0708 +2025-05-28 18:17:35,841 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:28:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 2.9668, loss: 2.9668 +2025-05-28 18:18:18,654 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:27:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.1465, loss: 3.1465 +2025-05-28 18:19:01,493 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:26:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.1110, loss: 3.1110 +2025-05-28 18:19:04,633 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-28 18:20:20,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:20:20,705 - pyskl - INFO - +top1_acc 0.7616 +top5_acc 0.9624 +2025-05-28 18:20:20,708 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7616, top5_acc: 0.9624 +2025-05-28 18:21:24,674 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:27:27, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.0690, loss: 3.0690 +2025-05-28 18:22:07,312 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:26:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.0107, loss: 3.0107 +2025-05-28 18:22:50,046 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:25:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 2.9273, loss: 2.9273 +2025-05-28 18:23:32,716 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:25:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.0188, loss: 3.0188 +2025-05-28 18:24:15,315 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:24:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9785, loss: 2.9785 +2025-05-28 18:24:57,960 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:23:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.0843, loss: 3.0843 +2025-05-28 18:25:40,930 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:22:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0907, loss: 3.0907 +2025-05-28 18:26:23,745 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:21:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.0532, loss: 3.0532 +2025-05-28 18:27:06,574 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:21:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 2.9683, loss: 2.9683 +2025-05-28 18:27:49,627 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:20:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9779, loss: 2.9779 +2025-05-28 18:28:32,677 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:19:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9898, loss: 2.9898 +2025-05-28 18:29:15,574 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:18:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0849, loss: 3.0849 +2025-05-28 18:29:58,342 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:17:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.9629, loss: 2.9629 +2025-05-28 18:30:41,292 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:17:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.0724, loss: 3.0724 +2025-05-28 18:31:24,156 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:16:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.1095, loss: 3.1095 +2025-05-28 18:32:06,865 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:15:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.0343, loss: 3.0343 +2025-05-28 18:32:49,616 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:14:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9850, loss_cls: 3.0384, loss: 3.0384 +2025-05-28 18:33:32,464 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:14:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1028, loss: 3.1028 +2025-05-28 18:34:15,242 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:13:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.0385, loss: 3.0385 +2025-05-28 18:34:57,878 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:12:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9809, loss: 2.9809 +2025-05-28 18:35:40,540 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:11:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0115, loss: 3.0115 +2025-05-28 18:36:23,067 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:10:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.0898, loss: 3.0898 +2025-05-28 18:37:05,723 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:10:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 3.0799, loss: 3.0799 +2025-05-28 18:37:48,529 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:09:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 2.9465, loss: 2.9465 +2025-05-28 18:38:31,356 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:08:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.8798, loss: 2.8798 +2025-05-28 18:38:34,452 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-28 18:39:50,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:39:50,488 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9560 +2025-05-28 18:39:50,491 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7807, top5_acc: 0.9560 +2025-05-28 18:40:53,917 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:09:14, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 3.0146, loss: 3.0146 +2025-05-28 18:41:36,607 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:08:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.9570, loss: 2.9570 +2025-05-28 18:42:19,272 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:07:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 2.8703, loss: 2.8703 +2025-05-28 18:43:02,018 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:06:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 2.9700, loss: 2.9700 +2025-05-28 18:43:44,694 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:06:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.0625, loss: 3.0625 +2025-05-28 18:44:27,393 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:05:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 3.0599, loss: 3.0599 +2025-05-28 18:45:10,181 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:04:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.0948, loss: 3.0948 +2025-05-28 18:45:52,980 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:03:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0019, loss: 3.0019 +2025-05-28 18:46:35,697 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:02:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.9549, loss: 2.9549 +2025-05-28 18:47:18,373 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:02:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9756, loss_cls: 2.9637, loss: 2.9637 +2025-05-28 18:48:01,040 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:01:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0392, loss: 3.0392 +2025-05-28 18:48:43,743 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:00:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0569, loss: 3.0569 +2025-05-28 18:49:26,444 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 13:59:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.1260, loss: 3.1260 +2025-05-28 18:50:09,217 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 13:58:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0676, loss: 3.0676 +2025-05-28 18:50:51,989 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 13:58:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.0233, loss: 3.0233 +2025-05-28 18:51:34,680 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 13:57:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9809, loss: 2.9809 +2025-05-28 18:52:17,456 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 13:56:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.9342, loss: 2.9342 +2025-05-28 18:53:00,244 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 13:55:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.0023, loss: 3.0023 +2025-05-28 18:53:43,043 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 13:55:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0050, loss: 3.0050 +2025-05-28 18:54:25,805 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 13:54:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8940, loss: 2.8940 +2025-05-28 18:55:08,509 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 13:53:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 2.9920, loss: 2.9920 +2025-05-28 18:55:51,270 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 13:52:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.0161, loss: 3.0161 +2025-05-28 18:56:33,984 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 13:51:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.9862, loss: 2.9862 +2025-05-28 18:57:16,650 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 13:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8934, loss: 2.8934 +2025-05-28 18:57:59,395 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:50:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1457, loss: 3.1457 +2025-05-28 18:58:02,494 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-28 19:06:40,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:06:40,667 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9550 +2025-05-28 19:06:40,670 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7821, top5_acc: 0.9550 +2025-05-28 19:07:43,977 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 13:50:55, time: 0.633, data_time: 0.208, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.0175, loss: 3.0175 +2025-05-28 19:08:26,504 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:50:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.9747, loss: 2.9747 +2025-05-28 19:09:09,023 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:49:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9881, loss_cls: 2.9560, loss: 2.9560 +2025-05-28 19:09:51,557 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:48:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.9661, loss: 2.9661 +2025-05-28 19:10:34,117 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:47:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 2.9981, loss: 2.9981 +2025-05-28 19:11:16,670 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:46:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.0791, loss: 3.0791 +2025-05-28 19:11:59,320 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:46:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.9941, loss: 2.9941 +2025-05-28 19:12:41,969 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:45:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.8890, loss: 2.8890 +2025-05-28 19:13:24,763 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:44:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0158, loss: 3.0158 +2025-05-28 19:14:07,646 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9958, loss: 2.9958 +2025-05-28 19:14:50,435 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:42:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.0453, loss: 3.0453 +2025-05-28 19:15:33,171 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:42:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9992, loss: 2.9992 +2025-05-28 19:16:15,892 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:41:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 3.0055, loss: 3.0055 +2025-05-28 19:16:58,579 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:40:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 2.9506, loss: 2.9506 +2025-05-28 19:17:41,265 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:39:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0307, loss: 3.0307 +2025-05-28 19:18:24,028 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:39:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.1660, loss: 3.1660 +2025-05-28 19:19:06,642 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:38:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9900, loss: 2.9900 +2025-05-28 19:19:49,304 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:37:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.9946, loss: 2.9946 +2025-05-28 19:20:31,992 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:36:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0770, loss: 3.0770 +2025-05-28 19:21:14,753 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:35:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.9971, loss: 2.9971 +2025-05-28 19:21:57,590 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:35:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.9130, loss: 2.9130 +2025-05-28 19:22:40,360 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:34:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 2.9927, loss: 2.9927 +2025-05-28 19:23:22,932 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:33:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9831, loss_cls: 2.9481, loss: 2.9481 +2025-05-28 19:24:05,501 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:32:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0745, loss: 3.0745 +2025-05-28 19:24:48,103 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:31:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.0047, loss: 3.0047 +2025-05-28 19:24:51,229 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-28 19:26:06,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:26:06,957 - pyskl - INFO - +top1_acc 0.8001 +top5_acc 0.9635 +2025-05-28 19:26:06,959 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.8001, top5_acc: 0.9635 +2025-05-28 19:27:11,091 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:32:35, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.8040, loss: 2.8040 +2025-05-28 19:27:53,950 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:31:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0823, loss: 3.0823 +2025-05-28 19:28:36,722 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.9674, loss: 2.9674 +2025-05-28 19:29:19,494 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:30:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 3.0025, loss: 3.0025 +2025-05-28 19:30:02,293 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:29:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0723, loss: 3.0723 +2025-05-28 19:30:45,104 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:28:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.0189, loss: 3.0189 +2025-05-28 19:31:27,853 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:27:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9983, loss: 2.9983 +2025-05-28 19:32:10,764 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:27:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.0096, loss: 3.0096 +2025-05-28 19:32:53,564 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:26:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9844, loss: 2.9844 +2025-05-28 19:33:36,381 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:25:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9914, loss: 2.9914 +2025-05-28 19:34:19,145 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:24:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.0226, loss: 3.0226 +2025-05-28 19:35:02,008 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:24:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.0467, loss: 3.0467 +2025-05-28 19:35:44,763 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:23:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.9088, loss: 2.9088 +2025-05-28 19:36:27,550 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:22:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0486, loss: 3.0486 +2025-05-28 19:37:10,289 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:21:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.0013, loss: 3.0013 +2025-05-28 19:37:53,099 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:20:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.9478, loss: 2.9478 +2025-05-28 19:38:35,770 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:20:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.0708, loss: 3.0708 +2025-05-28 19:39:18,124 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:19:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.9251, loss: 2.9251 +2025-05-28 19:40:00,756 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:18:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.0327, loss: 3.0327 +2025-05-28 19:40:43,258 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:17:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.9151, loss: 2.9151 +2025-05-28 19:41:25,960 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:16:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.9816, loss: 2.9816 +2025-05-28 19:42:08,593 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:16:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9712, loss_cls: 2.9993, loss: 2.9993 +2025-05-28 19:42:51,267 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:15:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.0886, loss: 3.0886 +2025-05-28 19:43:33,992 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:14:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.9718, loss: 2.9718 +2025-05-28 19:44:16,706 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:13:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 2.9810, loss: 2.9810 +2025-05-28 19:44:19,814 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-28 19:45:35,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:45:35,812 - pyskl - INFO - +top1_acc 0.8055 +top5_acc 0.9656 +2025-05-28 19:45:35,815 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8055, top5_acc: 0.9656 +2025-05-28 19:46:39,317 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:14:19, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.8106, loss: 2.8106 +2025-05-28 19:47:22,051 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:13:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9919, loss_cls: 2.8275, loss: 2.8275 +2025-05-28 19:48:04,738 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:12:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9324, loss: 2.9324 +2025-05-28 19:48:47,468 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:11:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.9104, loss: 2.9104 +2025-05-28 19:49:30,156 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:11:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9446, loss: 2.9446 +2025-05-28 19:50:12,824 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:10:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9638, loss: 2.9638 +2025-05-28 19:50:55,513 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:09:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.9317, loss: 2.9317 +2025-05-28 19:51:38,336 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:08:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.0567, loss: 3.0567 +2025-05-28 19:52:21,174 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:08:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.9406, loss: 2.9406 +2025-05-28 19:53:03,978 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:07:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9798, loss: 2.9798 +2025-05-28 19:53:46,621 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:06:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9879, loss: 2.9879 +2025-05-28 19:54:29,282 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:05:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.8904, loss: 2.8904 +2025-05-28 19:55:11,924 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:04:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 2.9965, loss: 2.9965 +2025-05-28 19:55:54,548 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:04:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9158, loss: 2.9158 +2025-05-28 19:56:37,198 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:03:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.9264, loss: 2.9264 +2025-05-28 19:57:19,797 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:02:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9831, loss_cls: 3.0513, loss: 3.0513 +2025-05-28 19:58:02,412 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:01:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9778, loss: 2.9778 +2025-05-28 19:58:45,119 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:00:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.9204, loss: 2.9204 +2025-05-28 19:59:27,815 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:00:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0167, loss: 3.0167 +2025-05-28 20:00:10,565 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 12:59:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.0345, loss: 3.0345 +2025-05-28 20:00:53,204 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 12:58:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 2.8971, loss: 2.8971 +2025-05-28 20:01:35,944 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 12:57:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1121, loss: 3.1121 +2025-05-28 20:02:18,733 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 12:57:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9708, loss: 2.9708 +2025-05-28 20:03:01,536 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 12:56:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9825, loss_cls: 3.1091, loss: 3.1091 +2025-05-28 20:03:44,253 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 12:55:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.0588, loss: 3.0588 +2025-05-28 20:03:47,407 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-28 20:05:03,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:05:03,696 - pyskl - INFO - +top1_acc 0.8092 +top5_acc 0.9686 +2025-05-28 20:05:03,753 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_22.pth was removed +2025-05-28 20:05:04,844 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-05-28 20:05:04,845 - pyskl - INFO - Best top1_acc is 0.8092 at 28 epoch. +2025-05-28 20:05:04,847 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8092, top5_acc: 0.9686 +2025-05-28 20:06:09,032 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 12:56:04, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8121, loss: 2.8121 +2025-05-28 20:06:51,961 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 12:55:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.7913, loss: 2.7913 +2025-05-28 20:07:34,733 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 12:54:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.9096, loss: 2.9096 +2025-05-28 20:08:17,539 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 12:53:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 2.9666, loss: 2.9666 +2025-05-28 20:09:00,226 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 12:52:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.9584, loss: 2.9584 +2025-05-28 20:09:42,993 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 12:52:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.0146, loss: 3.0146 +2025-05-28 20:10:25,697 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 12:51:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.0650, loss: 3.0650 +2025-05-28 20:11:08,459 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:50:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9132, loss: 2.9132 +2025-05-28 20:11:51,260 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:49:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.9465, loss: 2.9465 +2025-05-28 20:12:33,977 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:49:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 2.9860, loss: 2.9860 +2025-05-28 20:13:16,703 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:48:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7771, loss: 2.7771 +2025-05-28 20:13:59,412 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:47:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 2.9964, loss: 2.9964 +2025-05-28 20:14:42,007 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:46:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9576, loss: 2.9576 +2025-05-28 20:15:24,670 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:45:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.0301, loss: 3.0301 +2025-05-28 20:16:07,332 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:45:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.9044, loss: 2.9044 +2025-05-28 20:16:50,021 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:44:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.9307, loss: 2.9307 +2025-05-28 20:17:32,705 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:43:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.8900, loss: 2.8900 +2025-05-28 20:18:15,401 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:42:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.0298, loss: 3.0298 +2025-05-28 20:18:58,109 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:42:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 2.9722, loss: 2.9722 +2025-05-28 20:19:40,849 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:41:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.0856, loss: 3.0856 +2025-05-28 20:20:23,517 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:40:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.9510, loss: 2.9510 +2025-05-28 20:21:06,227 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:39:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.0282, loss: 3.0282 +2025-05-28 20:21:48,922 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:38:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.9134, loss: 2.9134 +2025-05-28 20:22:31,590 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:38:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.1223, loss: 3.1223 +2025-05-28 20:23:14,325 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:37:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9745, loss: 2.9745 +2025-05-28 20:23:17,436 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-28 20:24:33,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:24:33,419 - pyskl - INFO - +top1_acc 0.7991 +top5_acc 0.9642 +2025-05-28 20:24:33,422 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7991, top5_acc: 0.9642 +2025-05-28 20:25:37,366 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:37:49, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8291, loss: 2.8291 +2025-05-28 20:26:20,036 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:37:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 2.9694, loss: 2.9694 +2025-05-28 20:27:02,728 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:36:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.8622, loss: 2.8622 +2025-05-28 20:27:45,411 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:35:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8810, loss: 2.8810 +2025-05-28 20:28:28,097 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:34:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8475, loss: 2.8475 +2025-05-28 20:29:10,764 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:33:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9096, loss: 2.9096 +2025-05-28 20:29:53,317 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:33:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.1248, loss: 3.1248 +2025-05-28 20:30:35,997 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:32:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9725, loss: 2.9725 +2025-05-28 20:31:18,729 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:31:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9855, loss: 2.9855 +2025-05-28 20:32:01,318 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:30:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.9684, loss: 2.9684 +2025-05-28 20:32:43,976 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:30:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.0436, loss: 3.0436 +2025-05-28 20:33:26,555 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:29:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.8829, loss: 2.8829 +2025-05-28 20:34:09,189 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:28:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0954, loss: 3.0954 +2025-05-28 20:34:51,792 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:27:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9884, loss: 2.9884 +2025-05-28 20:35:34,396 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:26:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9607, loss: 2.9607 +2025-05-28 20:36:16,980 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:26:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.9684, loss: 2.9684 +2025-05-28 20:36:59,555 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:25:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9928, loss: 2.9928 +2025-05-28 20:37:42,085 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:24:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8443, loss: 2.8443 +2025-05-28 20:38:24,641 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:23:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9528, loss: 2.9528 +2025-05-28 20:39:07,264 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:22:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 2.9751, loss: 2.9751 +2025-05-28 20:39:49,891 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:22:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8719, loss: 2.8719 +2025-05-28 20:40:32,501 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:21:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.0607, loss: 3.0607 +2025-05-28 20:41:15,130 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:20:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.9573, loss: 2.9573 +2025-05-28 20:41:57,693 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:19:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0997, loss: 3.0997 +2025-05-28 20:42:40,212 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:19:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 2.9753, loss: 2.9753 +2025-05-28 20:42:43,303 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-28 20:51:42,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:51:42,993 - pyskl - INFO - +top1_acc 0.7906 +top5_acc 0.9663 +2025-05-28 20:51:42,996 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7906, top5_acc: 0.9663 +2025-05-28 20:52:46,978 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:19:26, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.8557, loss: 2.8557 +2025-05-28 20:53:29,671 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:18:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8735, loss: 2.8735 +2025-05-28 20:54:12,416 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:17:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8980, loss: 2.8980 +2025-05-28 20:54:55,034 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:17:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.8687, loss: 2.8687 +2025-05-28 20:55:37,416 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:16:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 2.9676, loss: 2.9676 +2025-05-28 20:56:19,958 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:15:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.9438, loss: 2.9438 +2025-05-28 20:57:02,483 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:14:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.9713, loss: 2.9713 +2025-05-28 20:57:45,248 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:13:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9886, loss: 2.9886 +2025-05-28 20:58:28,018 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:13:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8476, loss: 2.8476 +2025-05-28 20:59:10,808 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:12:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9420, loss: 2.9420 +2025-05-28 20:59:53,363 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:11:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9844, loss_cls: 2.9548, loss: 2.9548 +2025-05-28 21:00:36,092 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:10:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0299, loss: 3.0299 +2025-05-28 21:01:18,733 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:10:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.9157, loss: 2.9157 +2025-05-28 21:02:01,230 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:09:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9077, loss: 2.9077 +2025-05-28 21:02:43,948 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:08:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0004, loss: 3.0004 +2025-05-28 21:03:26,716 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:07:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 2.9053, loss: 2.9053 +2025-05-28 21:04:09,402 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:06:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.8407, loss: 2.8407 +2025-05-28 21:04:52,152 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:06:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.9427, loss: 2.9427 +2025-05-28 21:05:34,747 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:05:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9560, loss: 2.9560 +2025-05-28 21:06:17,460 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:04:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.9485, loss: 2.9485 +2025-05-28 21:07:00,150 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:03:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8265, loss: 2.8265 +2025-05-28 21:07:42,744 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:03:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 2.8449, loss: 2.8449 +2025-05-28 21:08:25,289 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:02:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 2.9613, loss: 2.9613 +2025-05-28 21:09:07,941 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:01:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 2.9777, loss: 2.9777 +2025-05-28 21:09:50,544 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:00:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0035, loss: 3.0035 +2025-05-28 21:09:53,618 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-28 21:11:09,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:11:09,145 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9654 +2025-05-28 21:11:09,147 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8031, top5_acc: 0.9654 +2025-05-28 21:12:12,337 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:01:03, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.8811, loss: 2.8811 +2025-05-28 21:12:54,839 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:00:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.9636, loss: 2.9636 +2025-05-28 21:13:37,556 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 11:59:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 2.8667, loss: 2.8667 +2025-05-28 21:14:20,276 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 11:58:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.9273, loss: 2.9273 +2025-05-28 21:15:03,007 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 11:57:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.9357, loss: 2.9357 +2025-05-28 21:15:45,827 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 11:57:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.9486, loss: 2.9486 +2025-05-28 21:16:28,512 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 11:56:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.9701, loss: 2.9701 +2025-05-28 21:17:11,232 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 11:55:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.7640, loss: 2.7640 +2025-05-28 21:17:54,023 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 11:54:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9659, loss: 2.9659 +2025-05-28 21:18:36,728 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 11:54:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8555, loss: 2.8555 +2025-05-28 21:19:19,500 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 11:53:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.9990, loss: 2.9990 +2025-05-28 21:20:02,172 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 11:52:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 2.8826, loss: 2.8826 +2025-05-28 21:20:44,891 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 11:51:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.8915, loss: 2.8915 +2025-05-28 21:21:27,600 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 11:50:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9350, loss: 2.9350 +2025-05-28 21:22:10,288 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:50:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.8613, loss: 2.8613 +2025-05-28 21:22:53,001 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:49:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.8370, loss: 2.8370 +2025-05-28 21:23:35,736 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:48:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 2.8599, loss: 2.8599 +2025-05-28 21:24:18,436 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:47:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.8858, loss: 2.8858 +2025-05-28 21:25:01,139 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:47:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0549, loss: 3.0549 +2025-05-28 21:25:43,696 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:46:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 2.8657, loss: 2.8657 +2025-05-28 21:26:26,379 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:45:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 3.0962, loss: 3.0962 +2025-05-28 21:27:09,047 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:44:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8456, loss: 2.8456 +2025-05-28 21:27:51,742 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:44:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0133, loss: 3.0133 +2025-05-28 21:28:34,424 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:43:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.0342, loss: 3.0342 +2025-05-28 21:29:17,111 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:42:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 2.9220, loss: 2.9220 +2025-05-28 21:29:20,217 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-28 21:30:36,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:30:36,099 - pyskl - INFO - +top1_acc 0.7742 +top5_acc 0.9489 +2025-05-28 21:30:36,101 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7742, top5_acc: 0.9489 +2025-05-28 21:31:39,943 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:42:48, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8404, loss: 2.8404 +2025-05-28 21:32:22,644 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:42:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.8466, loss: 2.8466 +2025-05-28 21:33:05,275 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:41:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.0551, loss: 3.0551 +2025-05-28 21:33:47,952 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:40:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.8444, loss: 2.8444 +2025-05-28 21:34:30,623 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:39:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.8514, loss: 2.8514 +2025-05-28 21:35:13,281 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:38:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.8196, loss: 2.8196 +2025-05-28 21:35:56,016 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:38:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9503, loss: 2.9503 +2025-05-28 21:36:38,645 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:37:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.9374, loss: 2.9374 +2025-05-28 21:37:21,290 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:36:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9176, loss: 2.9176 +2025-05-28 21:38:04,116 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:35:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9282, loss: 2.9282 +2025-05-28 21:38:46,869 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:35:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9812, loss: 2.9812 +2025-05-28 21:39:29,534 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:34:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9904, loss: 2.9904 +2025-05-28 21:40:12,159 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:33:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.8919, loss: 2.8919 +2025-05-28 21:40:54,764 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:32:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9875, loss_cls: 2.8869, loss: 2.8869 +2025-05-28 21:41:37,341 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:31:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8643, loss: 2.8643 +2025-05-28 21:42:19,900 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:31:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9875, loss_cls: 2.8126, loss: 2.8126 +2025-05-28 21:43:02,449 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:30:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 3.0420, loss: 3.0420 +2025-05-28 21:43:45,257 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:29:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9850, loss: 2.9850 +2025-05-28 21:44:27,816 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:28:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 2.8914, loss: 2.8914 +2025-05-28 21:45:10,453 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:28:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9563, loss: 2.9563 +2025-05-28 21:45:53,032 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:27:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.7831, loss: 2.7831 +2025-05-28 21:46:35,613 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:26:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.9160, loss: 2.9160 +2025-05-28 21:47:18,232 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:25:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.9127, loss: 2.9127 +2025-05-28 21:48:00,835 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:24:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0016, loss: 3.0016 +2025-05-28 21:48:43,538 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:24:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9029, loss: 2.9029 +2025-05-28 21:48:46,610 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-28 21:50:02,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:50:02,396 - pyskl - INFO - +top1_acc 0.7931 +top5_acc 0.9628 +2025-05-28 21:50:02,399 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7931, top5_acc: 0.9628 +2025-05-28 21:51:06,329 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:24:29, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.9184, loss: 2.9184 +2025-05-28 21:51:49,047 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:23:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.8267, loss: 2.8267 +2025-05-28 21:52:31,649 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:22:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8149, loss: 2.8149 +2025-05-28 21:53:14,291 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:22:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.8540, loss: 2.8540 +2025-05-28 21:53:56,984 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:21:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.9222, loss: 2.9222 +2025-05-28 21:54:39,653 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:20:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.7781, loss: 2.7781 +2025-05-28 21:55:22,131 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:19:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.8067, loss: 2.8067 +2025-05-28 21:56:04,700 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:19:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.8047, loss: 2.8047 +2025-05-28 21:56:47,358 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:18:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.9786, loss: 2.9786 +2025-05-28 21:57:30,174 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:17:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.8952, loss: 2.8952 +2025-05-28 21:58:12,952 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:16:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.7834, loss: 2.7834 +2025-05-28 21:58:55,813 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:16:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 2.9926, loss: 2.9926 +2025-05-28 21:59:38,716 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:15:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.0279, loss: 3.0279 +2025-05-28 22:00:21,519 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:14:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 3.0614, loss: 3.0614 +2025-05-28 22:01:04,299 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:13:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8555, loss: 2.8555 +2025-05-28 22:01:47,078 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:12:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 2.8651, loss: 2.8651 +2025-05-28 22:02:29,847 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8619, loss: 2.8619 +2025-05-28 22:03:12,581 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:11:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.8908, loss: 2.8908 +2025-05-28 22:03:55,377 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:10:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8865, loss: 2.8865 +2025-05-28 22:04:38,091 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:09:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 2.7816, loss: 2.7816 +2025-05-28 22:05:20,864 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9012, loss: 2.9012 +2025-05-28 22:06:03,625 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:08:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9689, loss: 2.9689 +2025-05-28 22:06:46,394 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:07:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.7858, loss: 2.7858 +2025-05-28 22:07:29,126 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:06:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8836, loss: 2.8836 +2025-05-28 22:08:11,912 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:06:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.9291, loss: 2.9291 +2025-05-28 22:08:15,048 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-28 22:09:30,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:09:30,977 - pyskl - INFO - +top1_acc 0.7998 +top5_acc 0.9661 +2025-05-28 22:09:30,980 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7998, top5_acc: 0.9661 +2025-05-28 22:10:35,103 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:06:19, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.7982, loss: 2.7982 +2025-05-28 22:11:17,971 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:05:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8171, loss: 2.8171 +2025-05-28 22:12:00,745 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:04:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8389, loss: 2.8389 +2025-05-28 22:12:43,485 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:04:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.8859, loss: 2.8859 +2025-05-28 22:13:26,180 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:03:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.9925, loss: 2.9925 +2025-05-28 22:14:08,945 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:02:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.9198, loss: 2.9198 +2025-05-28 22:14:51,732 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.8984, loss: 2.8984 +2025-05-28 22:15:34,529 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:00:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9712, loss: 2.9712 +2025-05-28 22:16:17,325 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:00:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.8991, loss: 2.8991 +2025-05-28 22:17:00,194 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 10:59:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.8942, loss: 2.8942 +2025-05-28 22:17:43,156 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 10:58:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9397, loss: 2.9397 +2025-05-28 22:18:26,106 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 10:57:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.8301, loss: 2.8301 +2025-05-28 22:19:09,037 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 10:57:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9318, loss: 2.9318 +2025-05-28 22:19:51,760 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 10:56:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.8115, loss: 2.8115 +2025-05-28 22:20:34,437 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 10:55:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.8609, loss: 2.8609 +2025-05-28 22:21:17,588 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 10:54:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.8483, loss: 2.8483 +2025-05-28 22:22:00,288 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 10:54:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9064, loss: 2.9064 +2025-05-28 22:22:43,005 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 10:53:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 2.9981, loss: 2.9981 +2025-05-28 22:23:25,721 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 10:52:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9705, loss: 2.9705 +2025-05-28 22:24:08,354 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 10:51:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.9615, loss: 2.9615 +2025-05-28 22:24:51,047 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9637, loss: 2.9637 +2025-05-28 22:25:33,774 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:50:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.9495, loss: 2.9495 +2025-05-28 22:26:16,476 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:49:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9935, loss: 2.9935 +2025-05-28 22:26:59,230 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:48:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.9026, loss: 2.9026 +2025-05-28 22:27:41,920 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:47:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9586, loss: 2.9586 +2025-05-28 22:27:45,048 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-28 22:36:15,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:36:15,500 - pyskl - INFO - +top1_acc 0.8071 +top5_acc 0.9670 +2025-05-28 22:36:15,503 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.8071, top5_acc: 0.9670 +2025-05-28 22:37:18,237 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:48:08, time: 0.627, data_time: 0.200, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7481, loss: 2.7481 +2025-05-28 22:38:00,789 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:47:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.7903, loss: 2.7903 +2025-05-28 22:38:43,396 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:46:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8161, loss: 2.8161 +2025-05-28 22:39:26,009 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:45:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9037, loss: 2.9037 +2025-05-28 22:40:08,630 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:45:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.8687, loss: 2.8687 +2025-05-28 22:40:51,245 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:44:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 2.8740, loss: 2.8740 +2025-05-28 22:41:33,768 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:43:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.8584, loss: 2.8584 +2025-05-28 22:42:16,298 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:42:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.9385, loss: 2.9385 +2025-05-28 22:42:58,769 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:41:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.8424, loss: 2.8424 +2025-05-28 22:43:41,595 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:41:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.8513, loss: 2.8513 +2025-05-28 22:44:24,469 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:40:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.8553, loss: 2.8553 +2025-05-28 22:45:07,365 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:39:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 2.8823, loss: 2.8823 +2025-05-28 22:45:50,139 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:38:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7979, loss: 2.7979 +2025-05-28 22:46:32,868 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:38:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0208, loss: 3.0208 +2025-05-28 22:47:15,550 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:37:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.8303, loss: 2.8303 +2025-05-28 22:47:58,138 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:36:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8925, loss: 2.8925 +2025-05-28 22:48:40,621 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:35:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 2.8565, loss: 2.8565 +2025-05-28 22:49:23,293 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:35:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 2.9733, loss: 2.9733 +2025-05-28 22:50:05,936 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:34:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.9100, loss: 2.9100 +2025-05-28 22:50:48,703 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:33:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 2.8512, loss: 2.8512 +2025-05-28 22:51:31,409 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:32:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.0093, loss: 3.0093 +2025-05-28 22:52:14,067 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:31:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8376, loss: 2.8376 +2025-05-28 22:52:56,704 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:31:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8902, loss: 2.8902 +2025-05-28 22:53:39,414 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8435, loss: 2.8435 +2025-05-28 22:54:22,100 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:29:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.8807, loss: 2.8807 +2025-05-28 22:54:25,238 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-28 22:55:40,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:55:40,938 - pyskl - INFO - +top1_acc 0.8025 +top5_acc 0.9647 +2025-05-28 22:55:40,940 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8025, top5_acc: 0.9647 +2025-05-28 22:56:44,349 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:29:50, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7930, loss: 2.7930 +2025-05-28 22:57:27,158 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:29:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7330, loss: 2.7330 +2025-05-28 22:58:09,950 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:28:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.7601, loss: 2.7601 +2025-05-28 22:58:52,555 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:27:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7999, loss: 2.7999 +2025-05-28 22:59:35,262 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:26:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.7643, loss: 2.7643 +2025-05-28 23:00:18,028 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:26:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8635, loss: 2.8635 +2025-05-28 23:01:00,557 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:25:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8036, loss: 2.8036 +2025-05-28 23:01:43,143 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:24:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9052, loss: 2.9052 +2025-05-28 23:02:25,605 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:23:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7920, loss: 2.7920 +2025-05-28 23:03:08,470 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:22:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.8158, loss: 2.8158 +2025-05-28 23:03:51,184 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:22:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.9400, loss: 2.9400 +2025-05-28 23:04:33,953 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:21:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.9052, loss: 2.9052 +2025-05-28 23:05:16,628 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:20:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.8004, loss: 2.8004 +2025-05-28 23:05:59,283 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:19:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8929, loss: 2.8929 +2025-05-28 23:06:41,965 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.7783, loss: 2.7783 +2025-05-28 23:07:24,626 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:18:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8000, loss: 2.8000 +2025-05-28 23:08:07,300 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:17:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.8681, loss: 2.8681 +2025-05-28 23:08:49,957 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:16:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.8804, loss: 2.8804 +2025-05-28 23:09:32,644 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:16:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 2.8464, loss: 2.8464 +2025-05-28 23:10:15,341 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:15:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 2.9926, loss: 2.9926 +2025-05-28 23:10:58,047 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:14:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9900, loss_cls: 2.8984, loss: 2.8984 +2025-05-28 23:11:40,669 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:13:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9038, loss: 2.9038 +2025-05-28 23:12:23,352 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:12:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.8855, loss: 2.8855 +2025-05-28 23:13:06,019 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:12:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.8267, loss: 2.8267 +2025-05-28 23:13:48,710 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:11:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.8469, loss: 2.8469 +2025-05-28 23:13:51,815 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-28 23:15:07,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:15:07,551 - pyskl - INFO - +top1_acc 0.7719 +top5_acc 0.9589 +2025-05-28 23:15:07,554 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7719, top5_acc: 0.9589 +2025-05-28 23:16:11,369 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:11:35, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.7206, loss: 2.7206 +2025-05-28 23:16:54,240 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:10:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8516, loss: 2.8516 +2025-05-28 23:17:37,022 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:10:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.8103, loss: 2.8103 +2025-05-28 23:18:19,740 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:09:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.8486, loss: 2.8486 +2025-05-28 23:19:02,566 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:08:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.8349, loss: 2.8349 +2025-05-28 23:19:45,326 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:07:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7420, loss: 2.7420 +2025-05-28 23:20:28,063 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:07:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.7912, loss: 2.7912 +2025-05-28 23:21:10,820 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:06:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.8989, loss: 2.8989 +2025-05-28 23:21:53,562 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:05:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8319, loss: 2.8319 +2025-05-28 23:22:36,293 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:04:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8219, loss: 2.8219 +2025-05-28 23:23:19,244 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:03:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8467, loss: 2.8467 +2025-05-28 23:24:02,088 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:03:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7587, loss: 2.7587 +2025-05-28 23:24:45,028 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:02:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.7831, loss: 2.7831 +2025-05-28 23:25:27,749 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7327, loss: 2.7327 +2025-05-28 23:26:10,408 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:00:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.0319, loss: 3.0319 +2025-05-28 23:26:53,133 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:00:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.9182, loss: 2.9182 +2025-05-28 23:27:35,854 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 9:59:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.8206, loss: 2.8206 +2025-05-28 23:28:18,421 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 9:58:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7539, loss: 2.7539 +2025-05-28 23:29:01,100 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 9:57:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8647, loss: 2.8647 +2025-05-28 23:29:43,750 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 9:57:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.8523, loss: 2.8523 +2025-05-28 23:30:26,458 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 9:56:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8922, loss: 2.8922 +2025-05-28 23:31:09,024 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 9:55:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.8598, loss: 2.8598 +2025-05-28 23:31:51,551 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 9:54:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8015, loss: 2.8015 +2025-05-28 23:32:33,971 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 9:54:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0401, loss: 3.0401 +2025-05-28 23:33:16,420 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 9:53:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.7050, loss: 2.7050 +2025-05-28 23:33:19,506 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-28 23:34:34,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:34:34,964 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9700 +2025-05-28 23:34:35,016 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_28.pth was removed +2025-05-28 23:34:36,050 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-05-28 23:34:36,051 - pyskl - INFO - Best top1_acc is 0.8182 at 38 epoch. +2025-05-28 23:34:36,054 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8182, top5_acc: 0.9700 +2025-05-28 23:35:39,944 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 9:53:23, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8869, loss: 2.8869 +2025-05-28 23:36:22,675 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 9:52:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.7238, loss: 2.7238 +2025-05-28 23:37:05,611 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 9:51:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.7287, loss: 2.7287 +2025-05-28 23:37:48,332 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:51:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8059, loss: 2.8059 +2025-05-28 23:38:30,988 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:50:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7877, loss: 2.7877 +2025-05-28 23:39:13,676 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:49:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.7656, loss: 2.7656 +2025-05-28 23:39:56,333 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:48:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.8223, loss: 2.8223 +2025-05-28 23:40:38,982 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:48:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8281, loss: 2.8281 +2025-05-28 23:41:21,808 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:47:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7874, loss: 2.7874 +2025-05-28 23:42:04,593 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:46:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.9591, loss: 2.9591 +2025-05-28 23:42:47,528 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:45:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.8104, loss: 2.8104 +2025-05-28 23:43:30,309 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:45:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7964, loss: 2.7964 +2025-05-28 23:44:13,069 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:44:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.8423, loss: 2.8423 +2025-05-28 23:44:55,905 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:43:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.8283, loss: 2.8283 +2025-05-28 23:45:38,631 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:42:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9900, loss_cls: 2.7798, loss: 2.7798 +2025-05-28 23:46:21,353 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:42:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.8750, loss: 2.8750 +2025-05-28 23:47:04,150 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:41:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9241, loss: 2.9241 +2025-05-28 23:47:46,827 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:40:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.8947, loss: 2.8947 +2025-05-28 23:48:29,569 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:39:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8098, loss: 2.8098 +2025-05-28 23:49:12,345 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:38:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.7948, loss: 2.7948 +2025-05-28 23:49:55,082 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:38:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9862, loss_cls: 2.9260, loss: 2.9260 +2025-05-28 23:50:37,928 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8495, loss: 2.8495 +2025-05-28 23:51:20,834 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:36:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.8411, loss: 2.8411 +2025-05-28 23:52:03,580 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:35:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.1017, loss: 3.1017 +2025-05-28 23:52:46,387 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:35:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9258, loss: 2.9258 +2025-05-28 23:52:49,486 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-28 23:54:04,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:54:05,032 - pyskl - INFO - +top1_acc 0.7780 +top5_acc 0.9596 +2025-05-28 23:54:05,034 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7780, top5_acc: 0.9596 +2025-05-28 23:55:08,993 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:35:15, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.8212, loss: 2.8212 +2025-05-28 23:55:51,841 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:34:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.6414, loss: 2.6414 +2025-05-28 23:56:34,577 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:33:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7903, loss: 2.7903 +2025-05-28 23:57:17,131 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:32:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.7580, loss: 2.7580 +2025-05-28 23:57:59,711 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:32:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.8584, loss: 2.8584 +2025-05-28 23:58:42,336 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:31:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.8432, loss: 2.8432 +2025-05-28 23:59:24,924 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:30:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8310, loss: 2.8310 +2025-05-29 00:00:07,601 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.8181, loss: 2.8181 +2025-05-29 00:00:50,265 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:29:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 2.8433, loss: 2.8433 +2025-05-29 00:01:32,880 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:28:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 2.7926, loss: 2.7926 +2025-05-29 00:02:15,503 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:27:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.7779, loss: 2.7779 +2025-05-29 00:02:58,019 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:26:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8176, loss: 2.8176 +2025-05-29 00:03:40,701 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:26:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8083, loss: 2.8083 +2025-05-29 00:04:23,356 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:25:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.8033, loss: 2.8033 +2025-05-29 00:05:05,946 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:24:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.8747, loss: 2.8747 +2025-05-29 00:05:48,526 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:23:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.8277, loss: 2.8277 +2025-05-29 00:06:31,158 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:23:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.8160, loss: 2.8160 +2025-05-29 00:07:13,758 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:22:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8354, loss: 2.8354 +2025-05-29 00:07:56,357 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:21:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7939, loss: 2.7939 +2025-05-29 00:08:39,053 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:20:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7605, loss: 2.7605 +2025-05-29 00:09:21,664 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:19:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.8062, loss: 2.8062 +2025-05-29 00:10:04,261 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:19:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7948, loss: 2.7948 +2025-05-29 00:10:46,817 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:18:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.9352, loss: 2.9352 +2025-05-29 00:11:29,431 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:17:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 2.8659, loss: 2.8659 +2025-05-29 00:12:12,041 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:16:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8802, loss: 2.8802 +2025-05-29 00:12:15,132 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-29 00:21:28,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:21:28,160 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9618 +2025-05-29 00:21:28,162 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7971, top5_acc: 0.9618 +2025-05-29 00:22:31,201 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:16:56, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.7652, loss: 2.7652 +2025-05-29 00:23:14,057 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:16:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7525, loss: 2.7525 +2025-05-29 00:23:56,596 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:15:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7780, loss: 2.7780 +2025-05-29 00:24:39,424 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:14:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 2.7253, loss: 2.7253 +2025-05-29 00:25:22,113 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:13:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.8222, loss: 2.8222 +2025-05-29 00:26:04,934 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:13:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.7693, loss: 2.7693 +2025-05-29 00:26:47,622 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:12:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9894, loss_cls: 2.7584, loss: 2.7584 +2025-05-29 00:27:30,286 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:11:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 2.7554, loss: 2.7554 +2025-05-29 00:28:13,008 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:10:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8052, loss: 2.8052 +2025-05-29 00:28:55,630 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:10:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6920, loss: 2.6920 +2025-05-29 00:29:38,725 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:09:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8415, loss: 2.8415 +2025-05-29 00:30:21,489 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:08:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 2.7275, loss: 2.7275 +2025-05-29 00:31:04,389 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:07:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7057, loss: 2.7057 +2025-05-29 00:31:47,136 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:07:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7567, loss: 2.7567 +2025-05-29 00:32:29,868 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:06:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.7651, loss: 2.7651 +2025-05-29 00:33:12,640 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:05:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8085, loss: 2.8085 +2025-05-29 00:33:55,425 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:04:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7390, loss: 2.7390 +2025-05-29 00:34:38,431 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:04:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8687, loss: 2.8687 +2025-05-29 00:35:21,225 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:03:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.8578, loss: 2.8578 +2025-05-29 00:36:03,896 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:02:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9007, loss: 2.9007 +2025-05-29 00:36:46,565 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:01:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.8411, loss: 2.8411 +2025-05-29 00:37:29,226 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:01:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.9095, loss: 2.9095 +2025-05-29 00:38:11,887 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:00:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.7533, loss: 2.7533 +2025-05-29 00:38:54,519 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 8:59:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.8329, loss: 2.8329 +2025-05-29 00:39:37,189 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 8:58:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.9129, loss: 2.9129 +2025-05-29 00:39:40,287 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-29 00:40:55,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:40:56,044 - pyskl - INFO - +top1_acc 0.8195 +top5_acc 0.9683 +2025-05-29 00:40:56,103 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_38.pth was removed +2025-05-29 00:40:57,193 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2025-05-29 00:40:57,194 - pyskl - INFO - Best top1_acc is 0.8195 at 41 epoch. +2025-05-29 00:40:57,196 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8195, top5_acc: 0.9683 +2025-05-29 00:42:00,642 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 8:58:45, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7389, loss: 2.7389 +2025-05-29 00:42:43,541 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 8:58:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7512, loss: 2.7512 +2025-05-29 00:43:26,339 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 8:57:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.7908, loss: 2.7908 +2025-05-29 00:44:09,153 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 8:56:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6879, loss: 2.6879 +2025-05-29 00:44:51,942 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 8:55:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6833, loss: 2.6833 +2025-05-29 00:45:34,738 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 8:54:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7816, loss: 2.7816 +2025-05-29 00:46:17,664 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 8:54:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.8069, loss: 2.8069 +2025-05-29 00:47:00,468 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 8:53:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.7705, loss: 2.7705 +2025-05-29 00:47:43,270 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 8:52:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7219, loss: 2.7219 +2025-05-29 00:48:26,034 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 8:51:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.7242, loss: 2.7242 +2025-05-29 00:49:08,971 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:51:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.8142, loss: 2.8142 +2025-05-29 00:49:52,112 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:50:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8310, loss: 2.8310 +2025-05-29 00:50:35,182 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:49:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7655, loss: 2.7655 +2025-05-29 00:51:17,953 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:48:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7773, loss: 2.7773 +2025-05-29 00:52:00,700 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:48:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8536, loss: 2.8536 +2025-05-29 00:52:43,614 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:47:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.9279, loss: 2.9279 +2025-05-29 00:53:26,183 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:46:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8152, loss: 2.8152 +2025-05-29 00:54:08,805 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:45:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9869, loss_cls: 2.7998, loss: 2.7998 +2025-05-29 00:54:51,488 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:45:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.7268, loss: 2.7268 +2025-05-29 00:55:34,207 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:44:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.7985, loss: 2.7985 +2025-05-29 00:56:17,046 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:43:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7518, loss: 2.7518 +2025-05-29 00:56:59,858 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:42:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6322, loss: 2.6322 +2025-05-29 00:57:42,679 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:42:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.7865, loss: 2.7865 +2025-05-29 00:58:25,377 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:41:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6108, loss: 2.6108 +2025-05-29 00:59:08,187 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:40:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7779, loss: 2.7779 +2025-05-29 00:59:11,322 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-29 01:00:27,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:00:27,097 - pyskl - INFO - +top1_acc 0.7979 +top5_acc 0.9608 +2025-05-29 01:00:27,100 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7979, top5_acc: 0.9608 +2025-05-29 01:01:30,805 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:40:40, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7364, loss: 2.7364 +2025-05-29 01:02:13,501 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 2.5848, loss: 2.5848 +2025-05-29 01:02:56,645 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:39:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7211, loss: 2.7211 +2025-05-29 01:03:39,581 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:38:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7517, loss: 2.7517 +2025-05-29 01:04:22,305 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:37:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7363, loss: 2.7363 +2025-05-29 01:05:05,033 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:36:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7187, loss: 2.7187 +2025-05-29 01:05:47,746 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:36:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8333, loss: 2.8333 +2025-05-29 01:06:30,414 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:35:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7656, loss: 2.7656 +2025-05-29 01:07:13,168 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:34:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.8259, loss: 2.8259 +2025-05-29 01:07:55,909 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:33:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.7804, loss: 2.7804 +2025-05-29 01:08:38,693 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:33:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.8541, loss: 2.8541 +2025-05-29 01:09:21,802 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:32:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7386, loss: 2.7386 +2025-05-29 01:10:04,642 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:31:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 2.8907, loss: 2.8907 +2025-05-29 01:10:47,405 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:30:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.8216, loss: 2.8216 +2025-05-29 01:11:30,182 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:30:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.7303, loss: 2.7303 +2025-05-29 01:12:12,872 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:29:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7802, loss: 2.7802 +2025-05-29 01:12:55,549 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:28:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8360, loss: 2.8360 +2025-05-29 01:13:38,279 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:27:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.7760, loss: 2.7760 +2025-05-29 01:14:21,005 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:27:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.7745, loss: 2.7745 +2025-05-29 01:15:03,673 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:26:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8153, loss: 2.8153 +2025-05-29 01:15:46,429 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:25:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8730, loss: 2.8730 +2025-05-29 01:16:29,162 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:24:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.8534, loss: 2.8534 +2025-05-29 01:17:11,892 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:24:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.8603, loss: 2.8603 +2025-05-29 01:17:54,674 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:23:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.8949, loss: 2.8949 +2025-05-29 01:18:37,482 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:22:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8486, loss: 2.8486 +2025-05-29 01:18:40,610 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-29 01:19:56,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:19:56,331 - pyskl - INFO - +top1_acc 0.8133 +top5_acc 0.9717 +2025-05-29 01:19:56,333 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8133, top5_acc: 0.9717 +2025-05-29 01:21:00,317 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:22:33, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.6670, loss: 2.6670 +2025-05-29 01:21:43,132 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:21:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.7375, loss: 2.7375 +2025-05-29 01:22:26,442 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:21:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.7055, loss: 2.7055 +2025-05-29 01:23:09,421 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:20:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6218, loss: 2.6218 +2025-05-29 01:23:52,181 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:19:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7519, loss: 2.7519 +2025-05-29 01:24:35,044 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:18:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7488, loss: 2.7488 +2025-05-29 01:25:17,887 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:18:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8121, loss: 2.8121 +2025-05-29 01:26:00,669 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:17:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9052, loss: 2.9052 +2025-05-29 01:26:43,505 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:16:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.8282, loss: 2.8282 +2025-05-29 01:27:26,231 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:15:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.7682, loss: 2.7682 +2025-05-29 01:28:09,039 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:15:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.7666, loss: 2.7666 +2025-05-29 01:28:52,070 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:14:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7226, loss: 2.7226 +2025-05-29 01:29:34,936 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:13:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.6906, loss: 2.6906 +2025-05-29 01:30:17,673 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:12:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 2.8561, loss: 2.8561 +2025-05-29 01:31:00,341 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:12:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.6827, loss: 2.6827 +2025-05-29 01:31:43,007 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:11:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9894, loss_cls: 2.8529, loss: 2.8529 +2025-05-29 01:32:25,723 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:10:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.8367, loss: 2.8367 +2025-05-29 01:33:08,468 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:09:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7868, loss: 2.7868 +2025-05-29 01:33:51,172 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:09:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.9548, loss: 2.9548 +2025-05-29 01:34:33,785 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:08:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8480, loss: 2.8480 +2025-05-29 01:35:16,416 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:07:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8147, loss: 2.8147 +2025-05-29 01:35:58,974 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:06:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8024, loss: 2.8024 +2025-05-29 01:36:41,718 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:05:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7660, loss: 2.7660 +2025-05-29 01:37:24,317 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:05:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.7946, loss: 2.7946 +2025-05-29 01:38:07,097 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:04:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 2.7928, loss: 2.7928 +2025-05-29 01:38:10,245 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-29 01:39:25,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:39:25,796 - pyskl - INFO - +top1_acc 0.8172 +top5_acc 0.9675 +2025-05-29 01:39:25,799 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8172, top5_acc: 0.9675 +2025-05-29 01:40:29,685 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:04:25, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.8400, loss: 2.8400 +2025-05-29 01:41:12,482 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:03:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.6628, loss: 2.6628 +2025-05-29 01:41:55,249 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:02:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 2.7297, loss: 2.7297 +2025-05-29 01:42:37,965 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:02:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6796, loss: 2.6796 +2025-05-29 01:43:20,725 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:01:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.7262, loss: 2.7262 +2025-05-29 01:44:03,417 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:00:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.6771, loss: 2.6771 +2025-05-29 01:44:46,136 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 7:59:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.6274, loss: 2.6274 +2025-05-29 01:45:28,891 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 7:59:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6930, loss: 2.6930 +2025-05-29 01:46:11,661 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 7:58:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7367, loss: 2.7367 +2025-05-29 01:46:54,529 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 7:57:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.7353, loss: 2.7353 +2025-05-29 01:47:37,276 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 7:56:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7692, loss: 2.7692 +2025-05-29 01:48:20,098 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 7:56:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.7232, loss: 2.7232 +2025-05-29 01:49:02,851 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 7:55:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8347, loss: 2.8347 +2025-05-29 01:49:45,679 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 7:54:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.7894, loss: 2.7894 +2025-05-29 01:50:28,427 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 7:53:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 2.8847, loss: 2.8847 +2025-05-29 01:51:11,090 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 7:53:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8524, loss: 2.8524 +2025-05-29 01:51:53,686 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 7:52:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9894, loss_cls: 2.8020, loss: 2.8020 +2025-05-29 01:52:36,344 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:51:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.7997, loss: 2.7997 +2025-05-29 01:53:18,992 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:50:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.7230, loss: 2.7230 +2025-05-29 01:54:01,641 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:50:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7109, loss: 2.7109 +2025-05-29 01:54:44,252 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:49:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.8545, loss: 2.8545 +2025-05-29 01:55:27,005 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:48:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.7838, loss: 2.7838 +2025-05-29 01:56:09,440 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:47:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7950, loss: 2.7950 +2025-05-29 01:56:52,170 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:47:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9888, loss_cls: 2.7561, loss: 2.7561 +2025-05-29 01:57:34,776 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:46:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7218, loss: 2.7218 +2025-05-29 01:57:37,899 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-29 02:06:13,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:06:13,910 - pyskl - INFO - +top1_acc 0.8190 +top5_acc 0.9651 +2025-05-29 02:06:13,913 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8190, top5_acc: 0.9651 +2025-05-29 02:07:17,150 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:46:12, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.5502, loss: 2.5502 +2025-05-29 02:07:59,844 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6940, loss: 2.6940 +2025-05-29 02:08:42,625 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:44:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7668, loss: 2.7668 +2025-05-29 02:09:25,269 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:43:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6779, loss: 2.6779 +2025-05-29 02:10:07,745 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:43:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7033, loss: 2.7033 +2025-05-29 02:10:50,164 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:42:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6540, loss: 2.6540 +2025-05-29 02:11:32,581 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:41:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8111, loss: 2.8111 +2025-05-29 02:12:14,915 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:40:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.7607, loss: 2.7607 +2025-05-29 02:12:57,312 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:40:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7308, loss: 2.7308 +2025-05-29 02:13:39,744 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:39:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.7088, loss: 2.7088 +2025-05-29 02:14:22,227 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:38:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7760, loss: 2.7760 +2025-05-29 02:15:04,761 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:37:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.8544, loss: 2.8544 +2025-05-29 02:15:47,239 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:37:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.6961, loss: 2.6961 +2025-05-29 02:16:29,957 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:36:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.7496, loss: 2.7496 +2025-05-29 02:17:12,553 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:35:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8227, loss: 2.8227 +2025-05-29 02:17:55,614 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:34:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9875, loss_cls: 2.8532, loss: 2.8532 +2025-05-29 02:18:38,413 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:34:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 2.7137, loss: 2.7137 +2025-05-29 02:19:21,020 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:33:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7344, loss: 2.7344 +2025-05-29 02:20:03,536 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:32:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.7493, loss: 2.7493 +2025-05-29 02:20:46,150 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:31:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9894, loss_cls: 2.8016, loss: 2.8016 +2025-05-29 02:21:28,816 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:31:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.6693, loss: 2.6693 +2025-05-29 02:22:11,385 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:30:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.6769, loss: 2.6769 +2025-05-29 02:22:54,004 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:29:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.7695, loss: 2.7695 +2025-05-29 02:23:36,617 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:28:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.7680, loss: 2.7680 +2025-05-29 02:24:19,184 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:28:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.6820, loss: 2.6820 +2025-05-29 02:24:22,306 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-29 02:25:37,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:25:37,934 - pyskl - INFO - +top1_acc 0.8263 +top5_acc 0.9695 +2025-05-29 02:25:37,991 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_41.pth was removed +2025-05-29 02:25:39,051 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-29 02:25:39,052 - pyskl - INFO - Best top1_acc is 0.8263 at 46 epoch. +2025-05-29 02:25:39,055 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8263, top5_acc: 0.9695 +2025-05-29 02:26:42,906 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:27:54, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.6335, loss: 2.6335 +2025-05-29 02:27:25,750 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:27:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.6553, loss: 2.6553 +2025-05-29 02:28:08,588 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:26:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6469, loss: 2.6469 +2025-05-29 02:28:51,385 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:25:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.6368, loss: 2.6368 +2025-05-29 02:29:34,068 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:24:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.6690, loss: 2.6690 +2025-05-29 02:30:16,792 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:24:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.8416, loss: 2.8416 +2025-05-29 02:30:59,676 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:23:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7122, loss: 2.7122 +2025-05-29 02:31:42,528 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:22:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.7317, loss: 2.7317 +2025-05-29 02:32:25,277 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:21:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6809, loss: 2.6809 +2025-05-29 02:33:08,021 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:21:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.6929, loss: 2.6929 +2025-05-29 02:33:50,675 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:20:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.6650, loss: 2.6650 +2025-05-29 02:34:33,335 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:19:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.6704, loss: 2.6704 +2025-05-29 02:35:16,021 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:18:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.8781, loss: 2.8781 +2025-05-29 02:35:58,779 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:18:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.6908, loss: 2.6908 +2025-05-29 02:36:41,441 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:17:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6956, loss: 2.6956 +2025-05-29 02:37:24,068 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:16:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8004, loss: 2.8004 +2025-05-29 02:38:06,639 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:15:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.7772, loss: 2.7772 +2025-05-29 02:38:49,204 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:15:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7431, loss: 2.7431 +2025-05-29 02:39:31,767 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:14:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 2.7112, loss: 2.7112 +2025-05-29 02:40:14,324 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:13:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7868, loss: 2.7868 +2025-05-29 02:40:56,857 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:12:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.6292, loss: 2.6292 +2025-05-29 02:41:39,433 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:12:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7345, loss: 2.7345 +2025-05-29 02:42:22,010 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:11:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.6929, loss: 2.6929 +2025-05-29 02:43:04,546 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:10:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.8247, loss: 2.8247 +2025-05-29 02:43:47,175 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:09:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.7115, loss: 2.7115 +2025-05-29 02:43:50,306 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-29 02:45:05,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:45:05,956 - pyskl - INFO - +top1_acc 0.8206 +top5_acc 0.9705 +2025-05-29 02:45:05,958 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8206, top5_acc: 0.9705 +2025-05-29 02:46:09,650 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:09:41, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.6054, loss: 2.6054 +2025-05-29 02:46:52,386 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:08:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 2.6640, loss: 2.6640 +2025-05-29 02:47:35,124 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:08:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.7410, loss: 2.7410 +2025-05-29 02:48:17,757 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:07:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.7706, loss: 2.7706 +2025-05-29 02:49:00,384 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:06:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.8371, loss: 2.8371 +2025-05-29 02:49:42,976 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:05:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6859, loss: 2.6859 +2025-05-29 02:50:25,612 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:05:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7551, loss: 2.7551 +2025-05-29 02:51:08,356 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:04:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.8475, loss: 2.8475 +2025-05-29 02:51:50,904 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:03:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7662, loss: 2.7662 +2025-05-29 02:52:33,581 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:02:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.6608, loss: 2.6608 +2025-05-29 02:53:16,127 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:02:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.7495, loss: 2.7495 +2025-05-29 02:53:58,686 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:01:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.6073, loss: 2.6073 +2025-05-29 02:54:41,316 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:00:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.6249, loss: 2.6249 +2025-05-29 02:55:23,986 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 6:59:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.6202, loss: 2.6202 +2025-05-29 02:56:07,012 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 6:59:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5862, loss: 2.5862 +2025-05-29 02:56:49,910 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 6:58:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.7249, loss: 2.7249 +2025-05-29 02:57:32,656 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 6:57:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.5768, loss: 2.5768 +2025-05-29 02:58:15,077 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 6:56:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7173, loss: 2.7173 +2025-05-29 02:58:57,787 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 6:56:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.6865, loss: 2.6865 +2025-05-29 02:59:40,316 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 6:55:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7374, loss: 2.7374 +2025-05-29 03:00:23,180 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 6:54:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.7896, loss: 2.7896 +2025-05-29 03:01:05,958 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 6:53:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.7482, loss: 2.7482 +2025-05-29 03:01:48,622 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 6:53:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6955, loss: 2.6955 +2025-05-29 03:02:31,234 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:52:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7274, loss: 2.7274 +2025-05-29 03:03:13,970 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:51:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 2.7592, loss: 2.7592 +2025-05-29 03:03:17,098 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-29 03:04:32,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:04:32,842 - pyskl - INFO - +top1_acc 0.8037 +top5_acc 0.9640 +2025-05-29 03:04:32,845 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8037, top5_acc: 0.9640 +2025-05-29 03:05:36,334 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:51:27, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.7294, loss: 2.7294 +2025-05-29 03:06:19,041 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:50:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.6975, loss: 2.6975 +2025-05-29 03:07:01,770 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:49:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.6172, loss: 2.6172 +2025-05-29 03:07:44,501 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:49:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.7393, loss: 2.7393 +2025-05-29 03:08:27,218 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:48:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6417, loss: 2.6417 +2025-05-29 03:09:09,909 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:47:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.7251, loss: 2.7251 +2025-05-29 03:09:52,678 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:46:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6564, loss: 2.6564 +2025-05-29 03:10:35,429 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:46:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.7989, loss: 2.7989 +2025-05-29 03:11:18,015 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:45:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.7021, loss: 2.7021 +2025-05-29 03:12:00,641 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:44:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6677, loss: 2.6677 +2025-05-29 03:12:43,264 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:43:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.7234, loss: 2.7234 +2025-05-29 03:13:25,898 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:43:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.6293, loss: 2.6293 +2025-05-29 03:14:08,481 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:42:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.7876, loss: 2.7876 +2025-05-29 03:14:51,126 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:41:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7531, loss: 2.7531 +2025-05-29 03:15:33,796 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:40:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6813, loss: 2.6813 +2025-05-29 03:16:16,361 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:40:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 2.6526, loss: 2.6526 +2025-05-29 03:16:59,047 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:39:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.8740, loss: 2.8740 +2025-05-29 03:17:41,576 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:38:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7316, loss: 2.7316 +2025-05-29 03:18:24,163 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:37:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8053, loss: 2.8053 +2025-05-29 03:19:06,781 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:37:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5502, loss: 2.5502 +2025-05-29 03:19:49,448 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:36:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7555, loss: 2.7555 +2025-05-29 03:20:32,058 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:35:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.8748, loss: 2.8748 +2025-05-29 03:21:14,776 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:34:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9919, loss_cls: 2.6409, loss: 2.6409 +2025-05-29 03:21:57,471 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:34:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.6940, loss: 2.6940 +2025-05-29 03:22:40,146 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:33:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.6861, loss: 2.6861 +2025-05-29 03:22:43,227 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-29 03:23:59,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:23:59,371 - pyskl - INFO - +top1_acc 0.8208 +top5_acc 0.9711 +2025-05-29 03:23:59,373 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8208, top5_acc: 0.9711 +2025-05-29 03:25:03,155 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:33:14, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.6797, loss: 2.6797 +2025-05-29 03:25:45,974 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:32:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.5891, loss: 2.5891 +2025-05-29 03:26:28,802 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:31:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.5133, loss: 2.5133 +2025-05-29 03:27:11,818 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:31:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.5976, loss: 2.5976 +2025-05-29 03:27:54,865 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:30:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.5956, loss: 2.5956 +2025-05-29 03:28:37,748 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:29:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6835, loss: 2.6835 +2025-05-29 03:29:20,576 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:28:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7075, loss: 2.7075 +2025-05-29 03:30:03,340 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:28:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.6087, loss: 2.6087 +2025-05-29 03:30:45,970 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:27:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 2.7502, loss: 2.7502 +2025-05-29 03:31:28,692 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:26:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.6107, loss: 2.6107 +2025-05-29 03:32:11,377 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:25:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.7157, loss: 2.7157 +2025-05-29 03:32:54,081 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:25:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7164, loss: 2.7164 +2025-05-29 03:33:36,733 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:24:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.7220, loss: 2.7220 +2025-05-29 03:34:19,424 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:23:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.8258, loss: 2.8258 +2025-05-29 03:35:02,140 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:22:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7063, loss: 2.7063 +2025-05-29 03:35:44,828 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:22:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5920, loss: 2.5920 +2025-05-29 03:36:27,574 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:21:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6011, loss: 2.6011 +2025-05-29 03:37:10,265 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6112, loss: 2.6112 +2025-05-29 03:37:52,880 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:19:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 2.7722, loss: 2.7722 +2025-05-29 03:38:35,560 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:19:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5901, loss: 2.5901 +2025-05-29 03:39:18,203 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:18:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.7090, loss: 2.7090 +2025-05-29 03:40:00,799 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:17:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9775, loss_cls: 2.7615, loss: 2.7615 +2025-05-29 03:40:43,493 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:16:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7968, loss: 2.7968 +2025-05-29 03:41:26,139 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:16:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.5745, loss: 2.5745 +2025-05-29 03:42:08,733 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:15:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7976, loss: 2.7976 +2025-05-29 03:42:11,815 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-29 03:50:39,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:50:39,095 - pyskl - INFO - +top1_acc 0.8228 +top5_acc 0.9712 +2025-05-29 03:50:39,098 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8228, top5_acc: 0.9712 +2025-05-29 03:51:42,236 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:15:03, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.7218, loss: 2.7218 +2025-05-29 03:52:24,900 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:14:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5614, loss: 2.5614 +2025-05-29 03:53:07,616 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:13:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6819, loss: 2.6819 +2025-05-29 03:53:50,368 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:12:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6356, loss: 2.6356 +2025-05-29 03:54:33,241 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:12:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 2.7019, loss: 2.7019 +2025-05-29 03:55:15,900 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:11:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5269, loss: 2.5269 +2025-05-29 03:55:58,545 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:10:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6742, loss: 2.6742 +2025-05-29 03:56:41,185 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:09:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.5562, loss: 2.5562 +2025-05-29 03:57:23,832 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:09:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.6481, loss: 2.6481 +2025-05-29 03:58:06,510 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:08:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.7249, loss: 2.7249 +2025-05-29 03:58:49,052 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:07:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6046, loss: 2.6046 +2025-05-29 03:59:31,653 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:06:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7893, loss: 2.7893 +2025-05-29 04:00:14,257 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:06:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9919, loss_cls: 2.5389, loss: 2.5389 +2025-05-29 04:00:56,855 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:05:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.6601, loss: 2.6601 +2025-05-29 04:01:39,441 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:04:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.7056, loss: 2.7056 +2025-05-29 04:02:22,101 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:03:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.6866, loss: 2.6866 +2025-05-29 04:03:04,787 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:03:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6674, loss: 2.6674 +2025-05-29 04:03:47,557 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:02:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.6525, loss: 2.6525 +2025-05-29 04:04:30,341 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:01:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6797, loss: 2.6797 +2025-05-29 04:05:13,102 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:00:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7200, loss: 2.7200 +2025-05-29 04:05:55,908 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:00:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6396, loss: 2.6396 +2025-05-29 04:06:38,593 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 5:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.7014, loss: 2.7014 +2025-05-29 04:07:21,304 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 5:58:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.6554, loss: 2.6554 +2025-05-29 04:08:04,029 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 5:57:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7360, loss: 2.7360 +2025-05-29 04:08:46,708 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 5:57:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6600, loss: 2.6600 +2025-05-29 04:08:49,794 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-29 04:10:05,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:10:05,603 - pyskl - INFO - +top1_acc 0.8283 +top5_acc 0.9712 +2025-05-29 04:10:05,657 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_46.pth was removed +2025-05-29 04:10:06,695 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-05-29 04:10:06,696 - pyskl - INFO - Best top1_acc is 0.8283 at 51 epoch. +2025-05-29 04:10:06,698 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8283, top5_acc: 0.9712 +2025-05-29 04:11:09,864 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 5:56:50, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5724, loss: 2.5724 +2025-05-29 04:11:52,549 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 5:56:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5291, loss: 2.5291 +2025-05-29 04:12:35,353 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 5:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5231, loss: 2.5231 +2025-05-29 04:13:18,134 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 5:54:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6242, loss: 2.6242 +2025-05-29 04:14:00,844 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 5:53:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6527, loss: 2.6527 +2025-05-29 04:14:43,574 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 5:53:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.6520, loss: 2.6520 +2025-05-29 04:15:26,284 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:52:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6499, loss: 2.6499 +2025-05-29 04:16:08,998 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:51:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 2.6878, loss: 2.6878 +2025-05-29 04:16:51,629 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:50:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6547, loss: 2.6547 +2025-05-29 04:17:34,278 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:50:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6835, loss: 2.6835 +2025-05-29 04:18:16,869 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:49:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6979, loss: 2.6979 +2025-05-29 04:18:59,498 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:48:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.7063, loss: 2.7063 +2025-05-29 04:19:42,195 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:47:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 2.6525, loss: 2.6525 +2025-05-29 04:20:24,873 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:47:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5212, loss: 2.5212 +2025-05-29 04:21:07,591 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.6691, loss: 2.6691 +2025-05-29 04:21:50,341 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:45:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.7268, loss: 2.7268 +2025-05-29 04:22:33,274 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:44:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6686, loss: 2.6686 +2025-05-29 04:23:16,133 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:44:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.6571, loss: 2.6571 +2025-05-29 04:23:59,003 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:43:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.6569, loss: 2.6569 +2025-05-29 04:24:41,736 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:42:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6523, loss: 2.6523 +2025-05-29 04:25:24,414 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:41:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6352, loss: 2.6352 +2025-05-29 04:26:07,080 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.7551, loss: 2.7551 +2025-05-29 04:26:49,714 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:40:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7981, loss: 2.7981 +2025-05-29 04:27:32,288 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:39:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6763, loss: 2.6763 +2025-05-29 04:28:14,869 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:38:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.7083, loss: 2.7083 +2025-05-29 04:28:17,939 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-29 04:29:33,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:29:33,428 - pyskl - INFO - +top1_acc 0.8194 +top5_acc 0.9660 +2025-05-29 04:29:33,431 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8194, top5_acc: 0.9660 +2025-05-29 04:30:37,260 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:38:39, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4572, loss: 2.4572 +2025-05-29 04:31:20,088 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:37:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.6557, loss: 2.6557 +2025-05-29 04:32:03,314 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:37:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5778, loss: 2.5778 +2025-05-29 04:32:46,419 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:36:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6503, loss: 2.6503 +2025-05-29 04:33:29,362 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:35:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6602, loss: 2.6602 +2025-05-29 04:34:12,159 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:34:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6053, loss: 2.6053 +2025-05-29 04:34:54,836 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:34:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6222, loss: 2.6222 +2025-05-29 04:35:37,601 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:33:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6507, loss: 2.6507 +2025-05-29 04:36:20,449 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:32:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.5286, loss: 2.5286 +2025-05-29 04:37:03,289 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:31:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.7139, loss: 2.7139 +2025-05-29 04:37:46,127 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:31:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.6168, loss: 2.6168 +2025-05-29 04:38:28,893 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:30:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.7672, loss: 2.7672 +2025-05-29 04:39:11,662 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7502, loss: 2.7502 +2025-05-29 04:39:54,525 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:29:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6184, loss: 2.6184 +2025-05-29 04:40:37,200 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:28:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6194, loss: 2.6194 +2025-05-29 04:41:19,957 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:27:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.7251, loss: 2.7251 +2025-05-29 04:42:02,717 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:26:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6963, loss: 2.6963 +2025-05-29 04:42:45,556 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:26:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.7021, loss: 2.7021 +2025-05-29 04:43:28,478 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:25:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.6042, loss: 2.6042 +2025-05-29 04:44:11,122 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:24:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6474, loss: 2.6474 +2025-05-29 04:44:53,861 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6589, loss: 2.6589 +2025-05-29 04:45:36,499 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:23:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6924, loss: 2.6924 +2025-05-29 04:46:19,190 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:22:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.6533, loss: 2.6533 +2025-05-29 04:47:01,913 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:21:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.7048, loss: 2.7048 +2025-05-29 04:47:44,497 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:20:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.6840, loss: 2.6840 +2025-05-29 04:47:47,579 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-29 04:49:03,149 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:49:03,218 - pyskl - INFO - +top1_acc 0.8082 +top5_acc 0.9689 +2025-05-29 04:49:03,221 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8082, top5_acc: 0.9689 +2025-05-29 04:50:06,774 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:20:32, time: 0.635, data_time: 0.209, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6895, loss: 2.6895 +2025-05-29 04:50:49,611 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:19:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6425, loss: 2.6425 +2025-05-29 04:51:32,438 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:19:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.6821, loss: 2.6821 +2025-05-29 04:52:15,152 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:18:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.5771, loss: 2.5771 +2025-05-29 04:52:57,921 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:17:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6221, loss: 2.6221 +2025-05-29 04:53:40,706 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:16:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.4811, loss: 2.4811 +2025-05-29 04:54:23,442 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:16:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.6609, loss: 2.6609 +2025-05-29 04:55:06,217 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:15:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6350, loss: 2.6350 +2025-05-29 04:55:48,870 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:14:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.5366, loss: 2.5366 +2025-05-29 04:56:31,651 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:13:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6097, loss: 2.6097 +2025-05-29 04:57:14,406 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:13:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.6946, loss: 2.6946 +2025-05-29 04:57:57,177 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:12:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6555, loss: 2.6555 +2025-05-29 04:58:40,003 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:11:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.7310, loss: 2.7310 +2025-05-29 04:59:22,659 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:10:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.6496, loss: 2.6496 +2025-05-29 05:00:05,411 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:10:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.7503, loss: 2.7503 +2025-05-29 05:00:48,148 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:09:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.6638, loss: 2.6638 +2025-05-29 05:01:30,986 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:08:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.5888, loss: 2.5888 +2025-05-29 05:02:13,874 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:07:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7276, loss: 2.7276 +2025-05-29 05:02:56,643 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:07:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.6528, loss: 2.6528 +2025-05-29 05:03:39,199 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:06:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.6785, loss: 2.6785 +2025-05-29 05:04:21,845 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:05:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9919, loss_cls: 2.6030, loss: 2.6030 +2025-05-29 05:05:04,394 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:04:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.5478, loss: 2.5478 +2025-05-29 05:05:47,113 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:04:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.6539, loss: 2.6539 +2025-05-29 05:06:30,002 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:03:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.6887, loss: 2.6887 +2025-05-29 05:07:12,802 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:02:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6553, loss: 2.6553 +2025-05-29 05:07:15,932 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-29 05:08:31,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:08:31,678 - pyskl - INFO - +top1_acc 0.8139 +top5_acc 0.9642 +2025-05-29 05:08:31,680 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8139, top5_acc: 0.9642 +2025-05-29 05:09:35,005 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:02:23, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.3786, loss: 2.3786 +2025-05-29 05:10:17,648 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:01:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6382, loss: 2.6382 +2025-05-29 05:11:00,456 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:00:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.7399, loss: 2.7399 +2025-05-29 05:11:43,410 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:00:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5133, loss: 2.5133 +2025-05-29 05:12:26,409 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 4:59:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.6460, loss: 2.6460 +2025-05-29 05:13:09,255 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 4:58:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6517, loss: 2.6517 +2025-05-29 05:13:52,042 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 4:57:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7075, loss: 2.7075 +2025-05-29 05:14:34,919 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 4:57:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.7130, loss: 2.7130 +2025-05-29 05:15:17,793 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 4:56:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7282, loss: 2.7282 +2025-05-29 05:16:00,582 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 4:55:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.6524, loss: 2.6524 +2025-05-29 05:16:43,385 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 4:54:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7457, loss: 2.7457 +2025-05-29 05:17:26,096 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 4:54:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.6693, loss: 2.6693 +2025-05-29 05:18:08,836 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 4:53:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7044, loss: 2.7044 +2025-05-29 05:18:51,433 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:52:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5849, loss: 2.5849 +2025-05-29 05:19:34,034 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:51:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5936, loss: 2.5936 +2025-05-29 05:20:16,782 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:51:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.5896, loss: 2.5896 +2025-05-29 05:20:59,584 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:50:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6556, loss: 2.6556 +2025-05-29 05:21:42,376 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:49:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.5709, loss: 2.5709 +2025-05-29 05:22:25,172 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:48:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.7917, loss: 2.7917 +2025-05-29 05:23:07,840 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:48:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6347, loss: 2.6347 +2025-05-29 05:23:50,526 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:47:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6168, loss: 2.6168 +2025-05-29 05:24:33,175 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:46:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.5950, loss: 2.5950 +2025-05-29 05:25:15,831 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:45:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.7356, loss: 2.7356 +2025-05-29 05:25:58,394 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:45:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.7309, loss: 2.7309 +2025-05-29 05:26:40,638 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:44:29, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6567, loss: 2.6567 +2025-05-29 05:26:43,740 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-29 05:35:21,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:35:22,046 - pyskl - INFO - +top1_acc 0.8005 +top5_acc 0.9664 +2025-05-29 05:35:22,049 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8005, top5_acc: 0.9664 +2025-05-29 05:36:25,022 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:44:12, time: 0.630, data_time: 0.204, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.5289, loss: 2.5289 +2025-05-29 05:37:07,683 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:43:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.5532, loss: 2.5532 +2025-05-29 05:37:50,360 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:42:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.5125, loss: 2.5125 +2025-05-29 05:38:33,093 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:41:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6127, loss: 2.6127 +2025-05-29 05:39:16,002 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:41:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.6162, loss: 2.6162 +2025-05-29 05:39:58,757 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:40:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.4980, loss: 2.4980 +2025-05-29 05:40:41,524 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:39:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.5413, loss: 2.5413 +2025-05-29 05:41:24,288 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:38:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.6745, loss: 2.6745 +2025-05-29 05:42:06,748 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:38:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.5804, loss: 2.5804 +2025-05-29 05:42:49,254 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:37:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.5964, loss: 2.5964 +2025-05-29 05:43:31,672 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:36:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6218, loss: 2.6218 +2025-05-29 05:44:14,236 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:35:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.6899, loss: 2.6899 +2025-05-29 05:44:56,703 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:35:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.5499, loss: 2.5499 +2025-05-29 05:45:39,209 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:34:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.7230, loss: 2.7230 +2025-05-29 05:46:21,689 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:33:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5733, loss: 2.5733 +2025-05-29 05:47:04,165 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:32:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5770, loss: 2.5770 +2025-05-29 05:47:46,650 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:32:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6939, loss: 2.6939 +2025-05-29 05:48:29,203 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:31:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5713, loss: 2.5713 +2025-05-29 05:49:11,780 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:30:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.6770, loss: 2.6770 +2025-05-29 05:49:54,467 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:29:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.5033, loss: 2.5033 +2025-05-29 05:50:37,081 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:29:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.6100, loss: 2.6100 +2025-05-29 05:51:19,645 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:28:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.5983, loss: 2.5983 +2025-05-29 05:52:02,256 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:27:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6758, loss: 2.6758 +2025-05-29 05:52:44,820 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:26:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.5886, loss: 2.5886 +2025-05-29 05:53:27,649 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:26:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6856, loss: 2.6856 +2025-05-29 05:53:30,696 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-29 05:54:46,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:54:46,097 - pyskl - INFO - +top1_acc 0.8335 +top5_acc 0.9740 +2025-05-29 05:54:46,152 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_51.pth was removed +2025-05-29 05:54:47,188 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2025-05-29 05:54:47,189 - pyskl - INFO - Best top1_acc is 0.8335 at 56 epoch. +2025-05-29 05:54:47,191 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8335, top5_acc: 0.9740 +2025-05-29 05:55:50,851 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:25:57, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6457, loss: 2.6457 +2025-05-29 05:56:33,463 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:25:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4491, loss: 2.4491 +2025-05-29 05:57:16,144 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:24:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.6294, loss: 2.6294 +2025-05-29 05:57:58,837 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:23:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.6085, loss: 2.6085 +2025-05-29 05:58:41,502 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:22:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.5035, loss: 2.5035 +2025-05-29 05:59:24,091 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:22:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.5272, loss: 2.5272 +2025-05-29 06:00:06,757 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:21:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5962, loss: 2.5962 +2025-05-29 06:00:49,458 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:20:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.5197, loss: 2.5197 +2025-05-29 06:01:32,161 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:19:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.4543, loss: 2.4543 +2025-05-29 06:02:14,817 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:19:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5954, loss: 2.5954 +2025-05-29 06:02:57,496 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:18:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.5863, loss: 2.5863 +2025-05-29 06:03:40,158 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:17:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.6565, loss: 2.6565 +2025-05-29 06:04:22,813 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:16:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.7084, loss: 2.7084 +2025-05-29 06:05:05,425 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:16:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9919, loss_cls: 2.7060, loss: 2.7060 +2025-05-29 06:05:48,056 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:15:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5838, loss: 2.5838 +2025-05-29 06:06:30,679 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:14:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.6882, loss: 2.6882 +2025-05-29 06:07:13,411 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:14:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.6517, loss: 2.6517 +2025-05-29 06:07:56,142 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:13:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5537, loss: 2.5537 +2025-05-29 06:08:38,936 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:12:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6232, loss: 2.6232 +2025-05-29 06:09:21,649 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:11:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5726, loss: 2.5726 +2025-05-29 06:10:04,316 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:11:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 2.5485, loss: 2.5485 +2025-05-29 06:10:47,024 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:10:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.6537, loss: 2.6537 +2025-05-29 06:11:29,809 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:09:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.6506, loss: 2.6506 +2025-05-29 06:12:12,465 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:08:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.5802, loss: 2.5802 +2025-05-29 06:12:55,113 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:08:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.6601, loss: 2.6601 +2025-05-29 06:12:58,198 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-29 06:14:14,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:14:14,150 - pyskl - INFO - +top1_acc 0.8357 +top5_acc 0.9747 +2025-05-29 06:14:14,203 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_56.pth was removed +2025-05-29 06:14:15,208 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2025-05-29 06:14:15,209 - pyskl - INFO - Best top1_acc is 0.8357 at 57 epoch. +2025-05-29 06:14:15,211 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8357, top5_acc: 0.9747 +2025-05-29 06:15:18,348 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:07:44, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5354, loss: 2.5354 +2025-05-29 06:16:00,870 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:06:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5449, loss: 2.5449 +2025-05-29 06:16:43,767 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:06:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.5359, loss: 2.5359 +2025-05-29 06:17:26,741 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:05:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.6157, loss: 2.6157 +2025-05-29 06:18:09,387 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:04:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.6309, loss: 2.6309 +2025-05-29 06:18:51,918 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:04:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6629, loss: 2.6629 +2025-05-29 06:19:34,435 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:03:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 2.5873, loss: 2.5873 +2025-05-29 06:20:17,005 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:02:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.6500, loss: 2.6500 +2025-05-29 06:20:59,488 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:01:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5112, loss: 2.5112 +2025-05-29 06:21:42,072 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:01:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.5517, loss: 2.5517 +2025-05-29 06:22:24,664 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:00:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.4688, loss: 2.4688 +2025-05-29 06:23:07,296 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 3:59:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.4371, loss: 2.4371 +2025-05-29 06:23:49,963 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 3:58:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5657, loss: 2.5657 +2025-05-29 06:24:32,603 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 3:58:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.5349, loss: 2.5349 +2025-05-29 06:25:15,189 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 3:57:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5687, loss: 2.5687 +2025-05-29 06:25:57,824 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 3:56:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.5889, loss: 2.5889 +2025-05-29 06:26:40,453 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 3:55:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6691, loss: 2.6691 +2025-05-29 06:27:22,989 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 3:55:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.6583, loss: 2.6583 +2025-05-29 06:28:05,661 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 3:54:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9900, loss_cls: 2.7075, loss: 2.7075 +2025-05-29 06:28:48,469 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 3:53:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.5037, loss: 2.5037 +2025-05-29 06:29:31,131 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:52:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6031, loss: 2.6031 +2025-05-29 06:30:13,770 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:52:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.7201, loss: 2.7201 +2025-05-29 06:30:56,486 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:51:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.5901, loss: 2.5901 +2025-05-29 06:31:39,068 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:50:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.5961, loss: 2.5961 +2025-05-29 06:32:21,762 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:49:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6539, loss: 2.6539 +2025-05-29 06:32:24,843 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-29 06:33:40,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:33:40,511 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9728 +2025-05-29 06:33:40,567 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_57.pth was removed +2025-05-29 06:33:41,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-05-29 06:33:41,645 - pyskl - INFO - Best top1_acc is 0.8362 at 58 epoch. +2025-05-29 06:33:41,647 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8362, top5_acc: 0.9728 +2025-05-29 06:34:45,857 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:49:32, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.5307, loss: 2.5307 +2025-05-29 06:35:28,654 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:48:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.4799, loss: 2.4799 +2025-05-29 06:36:11,480 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:48:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.4799, loss: 2.4799 +2025-05-29 06:36:54,106 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:47:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.5373, loss: 2.5373 +2025-05-29 06:37:36,879 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:46:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.6058, loss: 2.6058 +2025-05-29 06:38:19,610 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:45:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.5296, loss: 2.5296 +2025-05-29 06:39:02,343 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:45:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5667, loss: 2.5667 +2025-05-29 06:39:45,118 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:44:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.6992, loss: 2.6992 +2025-05-29 06:40:27,848 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:43:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.6100, loss: 2.6100 +2025-05-29 06:41:10,550 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:42:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.6356, loss: 2.6356 +2025-05-29 06:41:53,320 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:42:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.5018, loss: 2.5018 +2025-05-29 06:42:36,060 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7149, loss: 2.7149 +2025-05-29 06:43:18,590 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:40:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.5248, loss: 2.5248 +2025-05-29 06:44:01,236 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:39:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.5117, loss: 2.5117 +2025-05-29 06:44:43,936 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:39:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.6742, loss: 2.6742 +2025-05-29 06:45:26,649 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:38:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.5692, loss: 2.5692 +2025-05-29 06:46:09,469 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:37:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5627, loss: 2.5627 +2025-05-29 06:46:52,202 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:36:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5393, loss: 2.5393 +2025-05-29 06:47:35,084 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:36:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.5528, loss: 2.5528 +2025-05-29 06:48:17,852 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:35:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.6739, loss: 2.6739 +2025-05-29 06:49:00,602 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:34:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.5315, loss: 2.5315 +2025-05-29 06:49:43,301 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:33:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.5253, loss: 2.5253 +2025-05-29 06:50:26,109 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:33:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5649, loss: 2.5649 +2025-05-29 06:51:08,914 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:32:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5806, loss: 2.5806 +2025-05-29 06:51:51,783 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:31:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6398, loss: 2.6398 +2025-05-29 06:51:54,870 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-29 06:53:10,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:53:11,025 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9726 +2025-05-29 06:53:11,027 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8285, top5_acc: 0.9726 +2025-05-29 06:54:14,641 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:31:23, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5520, loss: 2.5520 +2025-05-29 06:54:57,327 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:30:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.5698, loss: 2.5698 +2025-05-29 06:55:40,236 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:29:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.5208, loss: 2.5208 +2025-05-29 06:56:22,917 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:29:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5095, loss: 2.5095 +2025-05-29 06:57:05,696 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:28:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9938, loss_cls: 2.5180, loss: 2.5180 +2025-05-29 06:57:48,678 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:27:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.6386, loss: 2.6386 +2025-05-29 06:58:31,277 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:26:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.5567, loss: 2.5567 +2025-05-29 06:59:13,862 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:26:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4831, loss: 2.4831 +2025-05-29 06:59:56,485 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:25:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4840, loss: 2.4840 +2025-05-29 07:00:39,172 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:24:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9900, loss_cls: 2.6223, loss: 2.6223 +2025-05-29 07:01:21,818 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:23:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.5057, loss: 2.5057 +2025-05-29 07:02:04,286 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:23:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.4794, loss: 2.4794 +2025-05-29 07:02:46,896 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:22:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5460, loss: 2.5460 +2025-05-29 07:03:29,517 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:21:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6416, loss: 2.6416 +2025-05-29 07:04:12,152 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:20:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.6015, loss: 2.6015 +2025-05-29 07:04:54,779 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:20:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.5234, loss: 2.5234 +2025-05-29 07:05:37,399 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:19:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8282, loss: 2.8282 +2025-05-29 07:06:20,045 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:18:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.6969, loss: 2.6969 +2025-05-29 07:07:02,688 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:17:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6495, loss: 2.6495 +2025-05-29 07:07:45,537 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:17:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.5261, loss: 2.5261 +2025-05-29 07:08:28,267 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:16:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6190, loss: 2.6190 +2025-05-29 07:09:11,254 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:15:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.6591, loss: 2.6591 +2025-05-29 07:09:54,120 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:15:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6900, loss: 2.6900 +2025-05-29 07:10:36,880 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:14:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.5847, loss: 2.5847 +2025-05-29 07:11:19,641 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:13:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.6676, loss: 2.6676 +2025-05-29 07:11:22,745 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-29 07:19:56,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:19:56,861 - pyskl - INFO - +top1_acc 0.8260 +top5_acc 0.9699 +2025-05-29 07:19:56,863 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8260, top5_acc: 0.9699 +2025-05-29 07:20:59,649 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:13:12, time: 0.628, data_time: 0.202, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4632, loss: 2.4632 +2025-05-29 07:21:42,302 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:12:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.5867, loss: 2.5867 +2025-05-29 07:22:25,078 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:11:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.4312, loss: 2.4312 +2025-05-29 07:23:07,857 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:10:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4173, loss: 2.4173 +2025-05-29 07:23:50,570 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:10:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4985, loss: 2.4985 +2025-05-29 07:24:33,275 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:09:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4576, loss: 2.4576 +2025-05-29 07:25:15,972 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:08:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5366, loss: 2.5366 +2025-05-29 07:25:58,574 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:08:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.4443, loss: 2.4443 +2025-05-29 07:26:41,312 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:07:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5780, loss: 2.5780 +2025-05-29 07:27:24,029 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:06:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 2.4220, loss: 2.4220 +2025-05-29 07:28:06,703 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:05:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 2.5338, loss: 2.5338 +2025-05-29 07:28:49,270 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:05:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5699, loss: 2.5699 +2025-05-29 07:29:31,825 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:04:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9906, loss_cls: 2.6038, loss: 2.6038 +2025-05-29 07:30:14,393 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:03:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.5730, loss: 2.5730 +2025-05-29 07:30:57,030 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:02:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.6413, loss: 2.6413 +2025-05-29 07:31:39,541 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:02:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.5667, loss: 2.5667 +2025-05-29 07:32:22,100 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:01:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.6179, loss: 2.6179 +2025-05-29 07:33:04,571 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:00:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5350, loss: 2.5350 +2025-05-29 07:33:47,117 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 2:59:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.5572, loss: 2.5572 +2025-05-29 07:34:29,616 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 2:59:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5179, loss: 2.5179 +2025-05-29 07:35:12,295 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 2:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.5873, loss: 2.5873 +2025-05-29 07:35:54,968 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 2:57:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6767, loss: 2.6767 +2025-05-29 07:36:37,573 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 2:56:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5832, loss: 2.5832 +2025-05-29 07:37:20,235 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 2:56:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 2.4916, loss: 2.4916 +2025-05-29 07:38:02,793 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 2:55:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.5685, loss: 2.5685 +2025-05-29 07:38:05,801 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-29 07:39:21,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:39:21,557 - pyskl - INFO - +top1_acc 0.8279 +top5_acc 0.9706 +2025-05-29 07:39:21,560 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8279, top5_acc: 0.9706 +2025-05-29 07:40:25,325 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 2:54:59, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.5152, loss: 2.5152 +2025-05-29 07:41:08,061 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 2:54:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3615, loss: 2.3615 +2025-05-29 07:41:50,804 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 2:53:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4920, loss: 2.4920 +2025-05-29 07:42:33,419 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:52:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4892, loss: 2.4892 +2025-05-29 07:43:15,950 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:52:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4740, loss: 2.4740 +2025-05-29 07:43:58,363 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:51:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6180, loss: 2.6180 +2025-05-29 07:44:41,023 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:50:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.6163, loss: 2.6163 +2025-05-29 07:45:23,660 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:49:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4831, loss: 2.4831 +2025-05-29 07:46:06,193 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:49:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.4104, loss: 2.4104 +2025-05-29 07:46:48,703 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:48:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.5090, loss: 2.5090 +2025-05-29 07:47:31,295 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:47:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4862, loss: 2.4862 +2025-05-29 07:48:13,913 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:46:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5165, loss: 2.5165 +2025-05-29 07:48:56,652 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:46:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5138, loss: 2.5138 +2025-05-29 07:49:39,343 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:45:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.5640, loss: 2.5640 +2025-05-29 07:50:22,068 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:44:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5474, loss: 2.5474 +2025-05-29 07:51:04,721 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:43:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.6472, loss: 2.6472 +2025-05-29 07:51:47,406 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:43:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.5534, loss: 2.5534 +2025-05-29 07:52:30,045 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:42:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.5333, loss: 2.5333 +2025-05-29 07:53:12,687 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:41:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.4422, loss: 2.4422 +2025-05-29 07:53:55,245 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:40:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5187, loss: 2.5187 +2025-05-29 07:54:37,866 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:40:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.4774, loss: 2.4774 +2025-05-29 07:55:20,521 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:39:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6062, loss: 2.6062 +2025-05-29 07:56:03,193 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:38:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6592, loss: 2.6592 +2025-05-29 07:56:45,852 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:37:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.4380, loss: 2.4380 +2025-05-29 07:57:28,513 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:37:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.5627, loss: 2.5627 +2025-05-29 07:57:31,617 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-29 07:58:47,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:58:47,145 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9680 +2025-05-29 07:58:47,147 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8336, top5_acc: 0.9680 +2025-05-29 07:59:50,917 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:36:46, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.4654, loss: 2.4654 +2025-05-29 08:00:33,611 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:36:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.4196, loss: 2.4196 +2025-05-29 08:01:16,301 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:35:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4109, loss: 2.4109 +2025-05-29 08:01:59,084 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:34:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.4539, loss: 2.4539 +2025-05-29 08:02:41,810 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:33:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4939, loss: 2.4939 +2025-05-29 08:03:24,475 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:33:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.5373, loss: 2.5373 +2025-05-29 08:04:07,107 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:32:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3746, loss: 2.3746 +2025-05-29 08:04:49,765 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:31:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5210, loss: 2.5210 +2025-05-29 08:05:32,467 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:30:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4911, loss: 2.4911 +2025-05-29 08:06:15,055 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:30:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5449, loss: 2.5449 +2025-05-29 08:06:57,701 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:29:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4293, loss: 2.4293 +2025-05-29 08:07:40,352 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:28:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.5720, loss: 2.5720 +2025-05-29 08:08:22,896 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:27:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5488, loss: 2.5488 +2025-05-29 08:09:05,579 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:27:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5116, loss: 2.5116 +2025-05-29 08:09:48,231 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:26:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.5827, loss: 2.5827 +2025-05-29 08:10:30,900 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:25:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6529, loss: 2.6529 +2025-05-29 08:11:13,566 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:24:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.6391, loss: 2.6391 +2025-05-29 08:11:56,239 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:24:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.5321, loss: 2.5321 +2025-05-29 08:12:38,929 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:23:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.5781, loss: 2.5781 +2025-05-29 08:13:21,564 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:22:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.5454, loss: 2.5454 +2025-05-29 08:14:04,300 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:21:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.5471, loss: 2.5471 +2025-05-29 08:14:47,000 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:21:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5544, loss: 2.5544 +2025-05-29 08:15:29,759 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:20:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.5230, loss: 2.5230 +2025-05-29 08:16:12,510 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:19:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.5845, loss: 2.5845 +2025-05-29 08:16:54,801 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:18:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.6273, loss: 2.6273 +2025-05-29 08:16:57,844 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-29 08:18:13,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:18:13,459 - pyskl - INFO - +top1_acc 0.8051 +top5_acc 0.9589 +2025-05-29 08:18:13,461 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8051, top5_acc: 0.9589 +2025-05-29 08:19:17,043 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:18:35, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.4681, loss: 2.4681 +2025-05-29 08:19:59,701 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:17:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.3625, loss: 2.3625 +2025-05-29 08:20:42,344 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:17:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5091, loss: 2.5091 +2025-05-29 08:21:25,396 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:16:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.4476, loss: 2.4476 +2025-05-29 08:22:08,201 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:15:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3978, loss: 2.3978 +2025-05-29 08:22:51,092 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:14:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4097, loss: 2.4097 +2025-05-29 08:23:33,790 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:14:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6232, loss: 2.6232 +2025-05-29 08:24:16,528 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:13:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4453, loss: 2.4453 +2025-05-29 08:24:59,262 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:12:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4209, loss: 2.4209 +2025-05-29 08:25:41,911 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:11:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4405, loss: 2.4405 +2025-05-29 08:26:24,559 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:11:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4707, loss: 2.4707 +2025-05-29 08:27:07,222 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:10:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4835, loss: 2.4835 +2025-05-29 08:27:49,897 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:09:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.5688, loss: 2.5688 +2025-05-29 08:28:32,598 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:08:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4976, loss: 2.4976 +2025-05-29 08:29:15,300 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:08:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.5512, loss: 2.5512 +2025-05-29 08:29:58,018 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:07:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5658, loss: 2.5658 +2025-05-29 08:30:40,751 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:06:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.5799, loss: 2.5799 +2025-05-29 08:31:23,426 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:05:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5642, loss: 2.5642 +2025-05-29 08:32:06,170 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:05:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.6153, loss: 2.6153 +2025-05-29 08:32:48,835 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:04:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5163, loss: 2.5163 +2025-05-29 08:33:31,489 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:03:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5021, loss: 2.5021 +2025-05-29 08:34:14,221 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:03:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.5654, loss: 2.5654 +2025-05-29 08:34:56,908 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:02:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5873, loss: 2.5873 +2025-05-29 08:35:39,822 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:01:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4748, loss: 2.4748 +2025-05-29 08:36:22,517 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:00:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9825, loss_cls: 2.4480, loss: 2.4480 +2025-05-29 08:36:25,597 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-29 08:37:41,450 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:37:41,520 - pyskl - INFO - +top1_acc 0.8384 +top5_acc 0.9700 +2025-05-29 08:37:41,578 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_58.pth was removed +2025-05-29 08:37:42,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-05-29 08:37:42,655 - pyskl - INFO - Best top1_acc is 0.8384 at 64 epoch. +2025-05-29 08:37:42,658 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8384, top5_acc: 0.9700 +2025-05-29 08:38:46,256 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:00:25, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.2437, loss: 2.2437 +2025-05-29 08:39:28,983 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 1:59:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.4414, loss: 2.4414 +2025-05-29 08:40:11,716 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 1:58:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4424, loss: 2.4424 +2025-05-29 08:40:54,558 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 1:58:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.4546, loss: 2.4546 +2025-05-29 08:41:37,349 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 1:57:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4684, loss: 2.4684 +2025-05-29 08:42:20,146 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 1:56:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4556, loss: 2.4556 +2025-05-29 08:43:02,721 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 1:55:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4644, loss: 2.4644 +2025-05-29 08:43:45,455 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 1:55:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.5551, loss: 2.5551 +2025-05-29 08:44:28,209 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 1:54:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.5451, loss: 2.5451 +2025-05-29 08:45:10,855 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 1:53:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4726, loss: 2.4726 +2025-05-29 08:45:53,706 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:53:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.4531, loss: 2.4531 +2025-05-29 08:46:36,371 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:52:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5265, loss: 2.5265 +2025-05-29 08:47:19,087 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:51:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6300, loss: 2.6300 +2025-05-29 08:48:01,790 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:50:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5192, loss: 2.5192 +2025-05-29 08:48:44,428 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:50:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5489, loss: 2.5489 +2025-05-29 08:49:27,098 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:49:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4080, loss: 2.4080 +2025-05-29 08:50:09,726 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:48:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5055, loss: 2.5055 +2025-05-29 08:50:52,404 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:47:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5714, loss: 2.5714 +2025-05-29 08:51:35,028 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:47:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.5179, loss: 2.5179 +2025-05-29 08:52:17,654 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:46:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.4993, loss: 2.4993 +2025-05-29 08:53:00,250 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:45:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.5255, loss: 2.5255 +2025-05-29 08:53:43,137 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:44:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.5225, loss: 2.5225 +2025-05-29 08:54:26,058 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:44:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5162, loss: 2.5162 +2025-05-29 08:55:08,997 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:43:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9925, loss_cls: 2.4967, loss: 2.4967 +2025-05-29 08:55:51,730 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:42:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5633, loss: 2.5633 +2025-05-29 08:55:54,831 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-29 09:04:18,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:04:19,020 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9650 +2025-05-29 09:04:19,022 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8096, top5_acc: 0.9650 +2025-05-29 09:05:21,890 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:42:15, time: 0.629, data_time: 0.201, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.3673, loss: 2.3673 +2025-05-29 09:06:04,535 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:41:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4465, loss: 2.4465 +2025-05-29 09:06:47,158 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:40:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.3692, loss: 2.3692 +2025-05-29 09:07:29,816 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:40:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4451, loss: 2.4451 +2025-05-29 09:08:12,518 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:39:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4349, loss: 2.4349 +2025-05-29 09:08:55,146 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:38:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.4935, loss: 2.4935 +2025-05-29 09:09:37,826 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:37:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4026, loss: 2.4026 +2025-05-29 09:10:20,584 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:37:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.5576, loss: 2.5576 +2025-05-29 09:11:03,227 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:36:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6117, loss: 2.6117 +2025-05-29 09:11:45,879 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:35:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.4761, loss: 2.4761 +2025-05-29 09:12:28,513 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:34:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3246, loss: 2.3246 +2025-05-29 09:13:11,171 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9950, loss_cls: 2.5226, loss: 2.5226 +2025-05-29 09:13:53,720 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:33:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.4172, loss: 2.4172 +2025-05-29 09:14:36,301 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:32:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5259, loss: 2.5259 +2025-05-29 09:15:18,817 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:31:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.4261, loss: 2.4261 +2025-05-29 09:16:01,277 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:31:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4297, loss: 2.4297 +2025-05-29 09:16:43,904 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:30:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.3757, loss: 2.3757 +2025-05-29 09:17:26,469 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:29:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5866, loss: 2.5866 +2025-05-29 09:18:09,118 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:28:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4154, loss: 2.4154 +2025-05-29 09:18:51,568 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:28:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6662, loss: 2.6662 +2025-05-29 09:19:34,060 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:27:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4133, loss: 2.4133 +2025-05-29 09:20:16,689 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:26:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.4555, loss: 2.4555 +2025-05-29 09:20:59,149 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:25:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.4762, loss: 2.4762 +2025-05-29 09:21:41,761 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:25:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4999, loss: 2.4999 +2025-05-29 09:22:24,456 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:24:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9906, loss_cls: 2.5777, loss: 2.5777 +2025-05-29 09:22:27,532 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-29 09:23:43,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:23:43,077 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9586 +2025-05-29 09:23:43,080 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8196, top5_acc: 0.9586 +2025-05-29 09:24:46,263 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:24:02, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.3219, loss: 2.3219 +2025-05-29 09:25:28,866 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:23:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.4477, loss: 2.4477 +2025-05-29 09:26:11,434 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:22:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.4373, loss: 2.4373 +2025-05-29 09:26:54,100 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:21:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4146, loss: 2.4146 +2025-05-29 09:27:36,568 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:21:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.3162, loss: 2.3162 +2025-05-29 09:28:19,211 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:20:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4446, loss: 2.4446 +2025-05-29 09:29:01,876 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:19:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.3756, loss: 2.3756 +2025-05-29 09:29:44,575 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:18:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.3431, loss: 2.3431 +2025-05-29 09:30:27,245 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:18:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5579, loss: 2.5579 +2025-05-29 09:31:09,945 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5139, loss: 2.5139 +2025-05-29 09:31:52,695 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:16:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.4866, loss: 2.4866 +2025-05-29 09:32:35,416 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:15:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.4584, loss: 2.4584 +2025-05-29 09:33:18,107 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.4319, loss: 2.4319 +2025-05-29 09:34:00,767 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.3896, loss: 2.3896 +2025-05-29 09:34:43,421 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:13:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.4196, loss: 2.4196 +2025-05-29 09:35:26,027 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:12:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5050, loss: 2.5050 +2025-05-29 09:36:08,640 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:12:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.3381, loss: 2.3381 +2025-05-29 09:36:51,295 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:11:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5654, loss: 2.5654 +2025-05-29 09:37:33,883 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:10:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.4813, loss: 2.4813 +2025-05-29 09:38:16,539 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:09:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.4935, loss: 2.4935 +2025-05-29 09:38:59,313 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:09:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.3216, loss: 2.3216 +2025-05-29 09:39:41,991 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:08:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5522, loss: 2.5522 +2025-05-29 09:40:24,700 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:07:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5063, loss: 2.5063 +2025-05-29 09:41:07,568 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:06:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4572, loss: 2.4572 +2025-05-29 09:41:50,439 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:06:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.4999, loss: 2.4999 +2025-05-29 09:41:53,544 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-29 09:43:08,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:43:08,818 - pyskl - INFO - +top1_acc 0.8268 +top5_acc 0.9719 +2025-05-29 09:43:08,821 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8268, top5_acc: 0.9719 +2025-05-29 09:44:12,436 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:05:51, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.4000, loss: 2.4000 +2025-05-29 09:44:55,288 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:05:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.5134, loss: 2.5134 +2025-05-29 09:45:38,078 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:04:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4208, loss: 2.4208 +2025-05-29 09:46:21,049 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:03:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4887, loss: 2.4887 +2025-05-29 09:47:03,702 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:02:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.3826, loss: 2.3826 +2025-05-29 09:47:46,320 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:02:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4761, loss: 2.4761 +2025-05-29 09:48:28,864 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:01:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3802, loss: 2.3802 +2025-05-29 09:49:11,429 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:00:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4677, loss: 2.4677 +2025-05-29 09:49:54,054 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 0:59:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.4048, loss: 2.4048 +2025-05-29 09:50:36,645 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 0:59:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.4223, loss: 2.4223 +2025-05-29 09:51:19,224 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 0:58:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.3992, loss: 2.3992 +2025-05-29 09:52:01,771 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 0:57:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9931, loss_cls: 2.4816, loss: 2.4816 +2025-05-29 09:52:44,372 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 0:56:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.4962, loss: 2.4962 +2025-05-29 09:53:26,996 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 0:56:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.4847, loss: 2.4847 +2025-05-29 09:54:09,661 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 0:55:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.4715, loss: 2.4715 +2025-05-29 09:54:52,361 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 0:54:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3463, loss: 2.3463 +2025-05-29 09:55:35,084 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 0:54:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5313, loss: 2.5313 +2025-05-29 09:56:17,768 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:53:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5460, loss: 2.5460 +2025-05-29 09:57:00,539 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:52:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.4961, loss: 2.4961 +2025-05-29 09:57:43,269 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:51:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.4303, loss: 2.4303 +2025-05-29 09:58:26,068 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:51:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.5013, loss: 2.5013 +2025-05-29 09:59:08,876 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:50:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4605, loss: 2.4605 +2025-05-29 09:59:51,536 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:49:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4115, loss: 2.4115 +2025-05-29 10:00:34,257 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:48:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.3995, loss: 2.3995 +2025-05-29 10:01:17,030 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:48:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.5165, loss: 2.5165 +2025-05-29 10:01:20,311 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-29 10:02:35,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:02:35,973 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9742 +2025-05-29 10:02:36,028 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_64.pth was removed +2025-05-29 10:02:37,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-05-29 10:02:37,077 - pyskl - INFO - Best top1_acc is 0.8407 at 68 epoch. +2025-05-29 10:02:37,080 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8407, top5_acc: 0.9742 +2025-05-29 10:03:41,141 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:47:41, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 2.3130, loss: 2.3130 +2025-05-29 10:04:24,035 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:46:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.4172, loss: 2.4172 +2025-05-29 10:05:06,884 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:46:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2736, loss: 2.2736 +2025-05-29 10:05:49,690 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:45:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.3598, loss: 2.3598 +2025-05-29 10:06:32,532 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:44:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.3994, loss: 2.3994 +2025-05-29 10:07:15,264 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:44:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.3900, loss: 2.3900 +2025-05-29 10:07:57,880 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:43:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3455, loss: 2.3455 +2025-05-29 10:08:40,456 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:42:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5333, loss: 2.5333 +2025-05-29 10:09:23,145 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:41:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.3751, loss: 2.3751 +2025-05-29 10:10:05,816 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:41:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.3036, loss: 2.3036 +2025-05-29 10:10:48,494 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:40:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.4884, loss: 2.4884 +2025-05-29 10:11:31,071 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:39:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.4268, loss: 2.4268 +2025-05-29 10:12:13,636 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:38:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.4870, loss: 2.4870 +2025-05-29 10:12:56,295 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:38:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4340, loss: 2.4340 +2025-05-29 10:13:38,956 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:37:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3412, loss: 2.3412 +2025-05-29 10:14:21,476 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:36:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4832, loss: 2.4832 +2025-05-29 10:15:04,170 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:35:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4199, loss: 2.4199 +2025-05-29 10:15:46,754 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:35:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.4639, loss: 2.4639 +2025-05-29 10:16:29,307 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:34:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4630, loss: 2.4630 +2025-05-29 10:17:11,853 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:33:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.3775, loss: 2.3775 +2025-05-29 10:17:54,520 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:32:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4657, loss: 2.4657 +2025-05-29 10:18:37,213 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:32:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4635, loss: 2.4635 +2025-05-29 10:19:19,884 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4416, loss: 2.4416 +2025-05-29 10:20:02,832 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:30:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.4593, loss: 2.4593 +2025-05-29 10:20:45,565 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:29:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4341, loss: 2.4341 +2025-05-29 10:20:48,717 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-29 10:22:04,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:22:04,118 - pyskl - INFO - +top1_acc 0.8378 +top5_acc 0.9636 +2025-05-29 10:22:04,121 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8378, top5_acc: 0.9636 +2025-05-29 10:23:07,618 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:29:31, time: 0.635, data_time: 0.209, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 2.3847, loss: 2.3847 +2025-05-29 10:23:50,232 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:28:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.4953, loss: 2.4953 +2025-05-29 10:24:32,905 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:28:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9944, loss_cls: 2.3869, loss: 2.3869 +2025-05-29 10:25:15,618 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3442, loss: 2.3442 +2025-05-29 10:25:58,660 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:26:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3798, loss: 2.3798 +2025-05-29 10:26:41,686 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:25:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3879, loss: 2.3879 +2025-05-29 10:27:24,444 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:25:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3977, loss: 2.3977 +2025-05-29 10:28:07,102 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:24:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 2.3724, loss: 2.3724 +2025-05-29 10:28:49,805 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3618, loss: 2.3618 +2025-05-29 10:29:32,498 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:22:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.3103, loss: 2.3103 +2025-05-29 10:30:15,140 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:22:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.5134, loss: 2.5134 +2025-05-29 10:30:57,813 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:21:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.3916, loss: 2.3916 +2025-05-29 10:31:40,479 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:20:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5243, loss: 2.5243 +2025-05-29 10:32:23,221 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:19:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.3879, loss: 2.3879 +2025-05-29 10:33:05,964 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:19:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.4533, loss: 2.4533 +2025-05-29 10:33:48,650 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:18:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4084, loss: 2.4084 +2025-05-29 10:34:31,316 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:17:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3654, loss: 2.3654 +2025-05-29 10:35:14,041 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:16:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4688, loss: 2.4688 +2025-05-29 10:35:56,720 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:16:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3820, loss: 2.3820 +2025-05-29 10:36:39,400 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:15:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.3955, loss: 2.3955 +2025-05-29 10:37:22,005 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:14:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 2.4837, loss: 2.4837 +2025-05-29 10:38:04,698 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:14:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.5342, loss: 2.5342 +2025-05-29 10:38:47,380 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:13:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5450, loss: 2.5450 +2025-05-29 10:39:30,034 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:12:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.3934, loss: 2.3934 +2025-05-29 10:40:12,789 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:11:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 2.4387, loss: 2.4387 +2025-05-29 10:40:15,916 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-29 10:48:41,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:48:41,405 - pyskl - INFO - +top1_acc 0.8388 +top5_acc 0.9756 +2025-05-29 10:48:41,408 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8388, top5_acc: 0.9756 +2025-05-29 10:49:44,414 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:11:21, time: 0.630, data_time: 0.205, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3215, loss: 2.3215 +2025-05-29 10:50:26,816 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:10:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3226, loss: 2.3226 +2025-05-29 10:51:09,435 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:09:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.4460, loss: 2.4460 +2025-05-29 10:51:52,048 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:09:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4118, loss: 2.4118 +2025-05-29 10:52:34,751 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:08:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3772, loss: 2.3772 +2025-05-29 10:53:17,578 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:07:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3382, loss: 2.3382 +2025-05-29 10:54:00,473 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:06:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2715, loss: 2.2715 +2025-05-29 10:54:43,189 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:06:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.4464, loss: 2.4464 +2025-05-29 10:55:25,894 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:05:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.4199, loss: 2.4199 +2025-05-29 10:56:08,596 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:04:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.4662, loss: 2.4662 +2025-05-29 10:56:51,244 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:03:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.4870, loss: 2.4870 +2025-05-29 10:57:33,880 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:03:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3492, loss: 2.3492 +2025-05-29 10:58:16,509 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:02:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.3185, loss: 2.3185 +2025-05-29 10:58:59,167 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:01:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.3527, loss: 2.3527 +2025-05-29 10:59:41,972 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:01:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3883, loss: 2.3883 +2025-05-29 11:00:24,521 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:00:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4538, loss: 2.4538 +2025-05-29 11:01:07,075 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 23:59:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4117, loss: 2.4117 +2025-05-29 11:01:49,585 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 23:58:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4117, loss: 2.4117 +2025-05-29 11:02:32,095 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 23:58:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3494, loss: 2.3494 +2025-05-29 11:03:14,672 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 23:57:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4247, loss: 2.4247 +2025-05-29 11:03:57,238 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 23:56:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.3633, loss: 2.3633 +2025-05-29 11:04:39,688 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 23:55:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4726, loss: 2.4726 +2025-05-29 11:05:22,223 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 23:55:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3960, loss: 2.3960 +2025-05-29 11:06:04,765 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 23:54:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4481, loss: 2.4481 +2025-05-29 11:06:47,297 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:53:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.4986, loss: 2.4986 +2025-05-29 11:06:50,390 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-29 11:08:06,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:08:06,589 - pyskl - INFO - +top1_acc 0.8417 +top5_acc 0.9731 +2025-05-29 11:08:06,648 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_68.pth was removed +2025-05-29 11:08:07,750 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2025-05-29 11:08:07,751 - pyskl - INFO - Best top1_acc is 0.8417 at 71 epoch. +2025-05-29 11:08:07,754 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8417, top5_acc: 0.9731 +2025-05-29 11:09:11,446 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:53:09, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.3303, loss: 2.3303 +2025-05-29 11:09:54,293 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:52:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.3262, loss: 2.3262 +2025-05-29 11:10:37,149 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:51:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2637, loss: 2.2637 +2025-05-29 11:11:19,925 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:50:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2773, loss: 2.2773 +2025-05-29 11:12:02,804 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:50:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.4594, loss: 2.4594 +2025-05-29 11:12:45,702 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:49:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3907, loss: 2.3907 +2025-05-29 11:13:28,350 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:48:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9956, loss_cls: 2.3045, loss: 2.3045 +2025-05-29 11:14:11,066 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3612, loss: 2.3612 +2025-05-29 11:14:53,802 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:47:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.3440, loss: 2.3440 +2025-05-29 11:15:36,570 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:46:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.4094, loss: 2.4094 +2025-05-29 11:16:19,300 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:45:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.3369, loss: 2.3369 +2025-05-29 11:17:02,047 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:45:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.5167, loss: 2.5167 +2025-05-29 11:17:44,690 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:44:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.4492, loss: 2.4492 +2025-05-29 11:18:27,453 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:43:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.3986, loss: 2.3986 +2025-05-29 11:19:10,232 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:42:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3074, loss: 2.3074 +2025-05-29 11:19:53,099 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:42:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3864, loss: 2.3864 +2025-05-29 11:20:35,832 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 2.3663, loss: 2.3663 +2025-05-29 11:21:18,546 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:40:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.4506, loss: 2.4506 +2025-05-29 11:22:01,316 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:39:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2845, loss: 2.2845 +2025-05-29 11:22:44,026 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:39:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.5539, loss: 2.5539 +2025-05-29 11:23:26,802 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:38:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.4069, loss: 2.4069 +2025-05-29 11:24:09,625 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:37:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.4218, loss: 2.4218 +2025-05-29 11:24:52,328 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:36:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4966, loss: 2.4966 +2025-05-29 11:25:35,059 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:36:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.3830, loss: 2.3830 +2025-05-29 11:26:17,845 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:35:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3664, loss: 2.3664 +2025-05-29 11:26:20,991 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-29 11:27:37,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:27:37,170 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9688 +2025-05-29 11:27:37,172 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8217, top5_acc: 0.9688 +2025-05-29 11:28:40,618 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:35:01, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3184, loss: 2.3184 +2025-05-29 11:29:23,397 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:34:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.2437, loss: 2.2437 +2025-05-29 11:30:06,170 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:33:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2349, loss: 2.2349 +2025-05-29 11:30:48,922 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:32:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3264, loss: 2.3264 +2025-05-29 11:31:31,676 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:32:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.3781, loss: 2.3781 +2025-05-29 11:32:14,344 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:31:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3339, loss: 2.3339 +2025-05-29 11:32:57,045 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:30:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.2827, loss: 2.2827 +2025-05-29 11:33:39,612 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:29:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.3529, loss: 2.3529 +2025-05-29 11:34:22,369 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:29:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9956, loss_cls: 2.3587, loss: 2.3587 +2025-05-29 11:35:05,299 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:28:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2680, loss: 2.2680 +2025-05-29 11:35:48,041 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:27:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4255, loss: 2.4255 +2025-05-29 11:36:30,664 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:26:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3932, loss: 2.3932 +2025-05-29 11:37:13,317 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:26:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3165, loss: 2.3165 +2025-05-29 11:37:56,104 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:25:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4639, loss: 2.4639 +2025-05-29 11:38:38,933 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:24:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4706, loss: 2.4706 +2025-05-29 11:39:21,762 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:23:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3236, loss: 2.3236 +2025-05-29 11:40:04,537 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:23:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2957, loss: 2.2957 +2025-05-29 11:40:47,315 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:22:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.3939, loss: 2.3939 +2025-05-29 11:41:30,070 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:21:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.4812, loss: 2.4812 +2025-05-29 11:42:12,881 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:21:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4621, loss: 2.4621 +2025-05-29 11:42:55,627 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:20:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3661, loss: 2.3661 +2025-05-29 11:43:38,355 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:19:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.3472, loss: 2.3472 +2025-05-29 11:44:20,886 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:18:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 2.3460, loss: 2.3460 +2025-05-29 11:45:03,051 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:18:03, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3671, loss: 2.3671 +2025-05-29 11:45:45,540 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:17:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.3903, loss: 2.3903 +2025-05-29 11:45:48,596 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-29 11:47:04,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:47:04,688 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9657 +2025-05-29 11:47:04,691 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8390, top5_acc: 0.9657 +2025-05-29 11:48:08,030 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:16:51, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.2224, loss: 2.2224 +2025-05-29 11:48:50,521 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:16:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2980, loss: 2.2980 +2025-05-29 11:49:33,136 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:15:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2931, loss: 2.2931 +2025-05-29 11:50:15,837 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:14:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.2992, loss: 2.2992 +2025-05-29 11:50:58,610 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3077, loss: 2.3077 +2025-05-29 11:51:41,439 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:13:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2459, loss: 2.2459 +2025-05-29 11:52:24,324 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:12:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.3160, loss: 2.3160 +2025-05-29 11:53:06,951 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:11:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3539, loss: 2.3539 +2025-05-29 11:53:49,603 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:10:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3937, loss: 2.3937 +2025-05-29 11:54:32,162 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:10:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9844, loss_cls: 2.3846, loss: 2.3846 +2025-05-29 11:55:14,784 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:09:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.3952, loss: 2.3952 +2025-05-29 11:55:57,412 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:08:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.3811, loss: 2.3811 +2025-05-29 11:56:40,048 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:07:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3707, loss: 2.3707 +2025-05-29 11:57:22,794 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:07:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3965, loss: 2.3965 +2025-05-29 11:58:05,525 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:06:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.2894, loss: 2.2894 +2025-05-29 11:58:48,113 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:05:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.3563, loss: 2.3563 +2025-05-29 11:59:30,785 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:05:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3547, loss: 2.3547 +2025-05-29 12:00:13,475 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:04:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.2963, loss: 2.2963 +2025-05-29 12:00:56,105 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:03:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.3578, loss: 2.3578 +2025-05-29 12:01:38,839 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:02:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4346, loss: 2.4346 +2025-05-29 12:02:21,572 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:02:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.3547, loss: 2.3547 +2025-05-29 12:03:04,189 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:01:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.3844, loss: 2.3844 +2025-05-29 12:03:46,760 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:00:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.5276, loss: 2.5276 +2025-05-29 12:04:29,520 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 22:59:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.3779, loss: 2.3779 +2025-05-29 12:05:12,260 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 22:59:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.4672, loss: 2.4672 +2025-05-29 12:05:15,295 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-29 12:06:30,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:06:30,971 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9685 +2025-05-29 12:06:30,973 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8217, top5_acc: 0.9685 +2025-05-29 12:07:34,515 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 22:58:41, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.3152, loss: 2.3152 +2025-05-29 12:08:17,272 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 22:57:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.2092, loss: 2.2092 +2025-05-29 12:08:59,980 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 22:57:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2502, loss: 2.2502 +2025-05-29 12:09:42,596 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 22:56:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.3385, loss: 2.3385 +2025-05-29 12:10:25,253 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 22:55:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.2397, loss: 2.2397 +2025-05-29 12:11:07,948 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 22:54:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3438, loss: 2.3438 +2025-05-29 12:11:50,569 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:54:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3310, loss: 2.3310 +2025-05-29 12:12:33,186 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:53:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3943, loss: 2.3943 +2025-05-29 12:13:15,831 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:52:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3017, loss: 2.3017 +2025-05-29 12:13:58,480 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:52:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3060, loss: 2.3060 +2025-05-29 12:14:41,072 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:51:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.3051, loss: 2.3051 +2025-05-29 12:15:23,728 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:50:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2907, loss: 2.2907 +2025-05-29 12:16:06,373 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:49:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3024, loss: 2.3024 +2025-05-29 12:16:48,964 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:49:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3517, loss: 2.3517 +2025-05-29 12:17:31,599 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:48:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4006, loss: 2.4006 +2025-05-29 12:18:14,295 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:47:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.4536, loss: 2.4536 +2025-05-29 12:18:56,888 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:46:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2945, loss: 2.2945 +2025-05-29 12:19:39,426 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:46:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.3685, loss: 2.3685 +2025-05-29 12:20:22,080 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:45:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3598, loss: 2.3598 +2025-05-29 12:21:04,716 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:44:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.3089, loss: 2.3089 +2025-05-29 12:21:47,312 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:43:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.3873, loss: 2.3873 +2025-05-29 12:22:29,885 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:43:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.4695, loss: 2.4695 +2025-05-29 12:23:12,436 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:42:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3061, loss: 2.3061 +2025-05-29 12:23:55,005 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:41:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.3095, loss: 2.3095 +2025-05-29 12:24:37,584 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:40:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.3968, loss: 2.3968 +2025-05-29 12:24:40,645 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-29 12:33:27,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:33:27,215 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9742 +2025-05-29 12:33:27,217 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8320, top5_acc: 0.9742 +2025-05-29 12:34:30,361 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:40:29, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.2078, loss: 2.2078 +2025-05-29 12:35:13,000 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:39:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2004, loss: 2.2004 +2025-05-29 12:35:55,696 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:39:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2926, loss: 2.2926 +2025-05-29 12:36:38,369 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:38:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.1928, loss: 2.1928 +2025-05-29 12:37:21,157 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:37:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.3051, loss: 2.3051 +2025-05-29 12:38:03,968 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:36:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.3080, loss: 2.3080 +2025-05-29 12:38:46,676 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:36:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.2900, loss: 2.2900 +2025-05-29 12:39:29,509 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:35:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.3963, loss: 2.3963 +2025-05-29 12:40:12,218 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.2798, loss: 2.2798 +2025-05-29 12:40:54,864 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:33:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.3656, loss: 2.3656 +2025-05-29 12:41:37,617 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:33:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.2989, loss: 2.2989 +2025-05-29 12:42:20,220 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:32:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.2908, loss: 2.2908 +2025-05-29 12:43:02,969 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:31:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.2828, loss: 2.2828 +2025-05-29 12:43:45,800 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2959, loss: 2.2959 +2025-05-29 12:44:28,516 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:30:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.2933, loss: 2.2933 +2025-05-29 12:45:11,263 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:29:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2572, loss: 2.2572 +2025-05-29 12:45:54,100 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:28:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3682, loss: 2.3682 +2025-05-29 12:46:36,851 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:27:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.3218, loss: 2.3218 +2025-05-29 12:47:19,453 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:27:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3481, loss: 2.3481 +2025-05-29 12:48:02,025 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:26:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3070, loss: 2.3070 +2025-05-29 12:48:44,668 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:25:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.3149, loss: 2.3149 +2025-05-29 12:49:27,373 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:25:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.3104, loss: 2.3104 +2025-05-29 12:50:10,017 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:24:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.2422, loss: 2.2422 +2025-05-29 12:50:52,612 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:23:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.2744, loss: 2.2744 +2025-05-29 12:51:35,231 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:22:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.1537, loss: 2.1537 +2025-05-29 12:51:38,295 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-29 12:52:54,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:52:54,231 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9756 +2025-05-29 12:52:54,233 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8390, top5_acc: 0.9756 +2025-05-29 12:53:57,795 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:22:19, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2493, loss: 2.2493 +2025-05-29 12:54:40,777 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:21:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2467, loss: 2.2467 +2025-05-29 12:55:23,667 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:20:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2304, loss: 2.2304 +2025-05-29 12:56:06,200 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:20:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2957, loss: 2.2957 +2025-05-29 12:56:48,845 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:19:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1902, loss: 2.1902 +2025-05-29 12:57:31,457 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:18:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.2250, loss: 2.2250 +2025-05-29 12:58:14,343 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:17:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.2633, loss: 2.2633 +2025-05-29 12:58:57,069 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:17:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3652, loss: 2.3652 +2025-05-29 12:59:39,782 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:16:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.2649, loss: 2.2649 +2025-05-29 13:00:22,679 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:15:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4055, loss: 2.4055 +2025-05-29 13:01:05,449 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:14:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2843, loss: 2.2843 +2025-05-29 13:01:48,419 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:14:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.3624, loss: 2.3624 +2025-05-29 13:02:31,188 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:13:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4777, loss: 2.4777 +2025-05-29 13:03:13,937 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:12:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.3062, loss: 2.3062 +2025-05-29 13:03:56,755 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:12:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.3063, loss: 2.3063 +2025-05-29 13:04:39,504 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:11:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 2.4447, loss: 2.4447 +2025-05-29 13:05:22,230 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:10:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3747, loss: 2.3747 +2025-05-29 13:06:04,953 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:09:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3800, loss: 2.3800 +2025-05-29 13:06:47,633 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:09:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3114, loss: 2.3114 +2025-05-29 13:07:30,262 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:08:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.3245, loss: 2.3245 +2025-05-29 13:08:12,959 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:07:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2258, loss: 2.2258 +2025-05-29 13:08:55,641 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:06:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3461, loss: 2.3461 +2025-05-29 13:09:38,437 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2739, loss: 2.2739 +2025-05-29 13:10:21,147 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:05:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2809, loss: 2.2809 +2025-05-29 13:11:03,804 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:04:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.2553, loss: 2.2553 +2025-05-29 13:11:06,863 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-29 13:12:22,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:12:22,894 - pyskl - INFO - +top1_acc 0.8330 +top5_acc 0.9743 +2025-05-29 13:12:22,897 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8330, top5_acc: 0.9743 +2025-05-29 13:13:26,748 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:04:11, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2327, loss: 2.2327 +2025-05-29 13:14:09,501 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:03:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.2300, loss: 2.2300 +2025-05-29 13:14:52,208 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:02:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.1991, loss: 2.1991 +2025-05-29 13:15:35,053 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:01:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.3477, loss: 2.3477 +2025-05-29 13:16:17,953 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:01:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.3054, loss: 2.3054 +2025-05-29 13:17:00,730 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:00:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.2367, loss: 2.2367 +2025-05-29 13:17:43,405 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 21:59:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3143, loss: 2.3143 +2025-05-29 13:18:26,125 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 21:59:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9981, loss_cls: 2.1681, loss: 2.1681 +2025-05-29 13:19:08,812 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 21:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.2788, loss: 2.2788 +2025-05-29 13:19:51,601 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 21:57:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2405, loss: 2.2405 +2025-05-29 13:20:34,285 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 21:56:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.3359, loss: 2.3359 +2025-05-29 13:21:17,002 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 21:56:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.1252, loss: 2.1252 +2025-05-29 13:21:59,678 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 21:55:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1928, loss: 2.1928 +2025-05-29 13:22:42,348 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 21:54:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3228, loss: 2.3228 +2025-05-29 13:23:25,205 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:53:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.2830, loss: 2.2830 +2025-05-29 13:24:07,884 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:53:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2597, loss: 2.2597 +2025-05-29 13:24:50,610 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:52:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2559, loss: 2.2559 +2025-05-29 13:25:33,320 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:51:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3915, loss: 2.3915 +2025-05-29 13:26:16,147 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:50:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2430, loss: 2.2430 +2025-05-29 13:26:58,896 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:50:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.1805, loss: 2.1805 +2025-05-29 13:27:41,596 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:49:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3924, loss: 2.3924 +2025-05-29 13:28:24,306 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:48:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2425, loss: 2.2425 +2025-05-29 13:29:06,977 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2475, loss: 2.2475 +2025-05-29 13:29:49,672 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:47:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3804, loss: 2.3804 +2025-05-29 13:30:32,317 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:46:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.4379, loss: 2.4379 +2025-05-29 13:30:35,453 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-29 13:31:51,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:31:51,195 - pyskl - INFO - +top1_acc 0.8280 +top5_acc 0.9688 +2025-05-29 13:31:51,197 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8280, top5_acc: 0.9688 +2025-05-29 13:32:54,892 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:46:02, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2760, loss: 2.2760 +2025-05-29 13:33:37,597 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:45:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.2870, loss: 2.2870 +2025-05-29 13:34:20,152 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:44:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2919, loss: 2.2919 +2025-05-29 13:35:02,773 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:43:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2225, loss: 2.2225 +2025-05-29 13:35:45,452 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:43:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.2312, loss: 2.2312 +2025-05-29 13:36:28,116 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:42:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.4041, loss: 2.4041 +2025-05-29 13:37:10,751 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:41:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2670, loss: 2.2670 +2025-05-29 13:37:53,368 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2229, loss: 2.2229 +2025-05-29 13:38:36,055 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:40:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1421, loss: 2.1421 +2025-05-29 13:39:18,687 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:39:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2759, loss: 2.2759 +2025-05-29 13:40:01,300 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:38:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.2315, loss: 2.2315 +2025-05-29 13:40:43,852 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:37:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.3915, loss: 2.3915 +2025-05-29 13:41:26,424 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:37:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.2927, loss: 2.2927 +2025-05-29 13:42:08,943 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:36:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.2049, loss: 2.2049 +2025-05-29 13:42:51,494 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:35:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.2809, loss: 2.2809 +2025-05-29 13:43:34,109 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:34:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1971, loss: 2.1971 +2025-05-29 13:44:16,638 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:34:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.2805, loss: 2.2805 +2025-05-29 13:44:59,181 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:33:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.3525, loss: 2.3525 +2025-05-29 13:45:41,737 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:32:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2153, loss: 2.2153 +2025-05-29 13:46:24,334 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:32:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.1723, loss: 2.1723 +2025-05-29 13:47:06,949 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:31:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2327, loss: 2.2327 +2025-05-29 13:47:49,520 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:30:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.2398, loss: 2.2398 +2025-05-29 13:48:31,994 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:29:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.2395, loss: 2.2395 +2025-05-29 13:49:14,576 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:29:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.3131, loss: 2.3131 +2025-05-29 13:49:57,139 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:28:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3177, loss: 2.3177 +2025-05-29 13:50:00,229 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-29 13:51:15,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:51:15,779 - pyskl - INFO - +top1_acc 0.8322 +top5_acc 0.9720 +2025-05-29 13:51:15,782 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8322, top5_acc: 0.9720 +2025-05-29 13:52:19,741 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:27:51, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1630, loss: 2.1630 +2025-05-29 13:53:02,516 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:27:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.1560, loss: 2.1560 +2025-05-29 13:53:45,361 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:26:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.2052, loss: 2.2052 +2025-05-29 13:54:28,125 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:25:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1438, loss: 2.1438 +2025-05-29 13:55:10,932 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:24:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.1671, loss: 2.1671 +2025-05-29 13:55:53,890 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:24:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.2096, loss: 2.2096 +2025-05-29 13:56:36,746 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:23:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.2938, loss: 2.2938 +2025-05-29 13:57:19,574 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:22:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.2207, loss: 2.2207 +2025-05-29 13:58:02,336 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:21:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1513, loss: 2.1513 +2025-05-29 13:58:45,042 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:21:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.3089, loss: 2.3089 +2025-05-29 13:59:27,776 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2448, loss: 2.2448 +2025-05-29 14:00:10,372 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:19:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 2.2395, loss: 2.2395 +2025-05-29 14:00:53,092 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:19:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.2763, loss: 2.2763 +2025-05-29 14:01:35,861 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:18:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2770, loss: 2.2770 +2025-05-29 14:02:18,534 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:17:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.3150, loss: 2.3150 +2025-05-29 14:03:01,416 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:16:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2611, loss: 2.2611 +2025-05-29 14:03:44,165 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:16:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 2.2258, loss: 2.2258 +2025-05-29 14:04:26,885 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:15:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2194, loss: 2.2194 +2025-05-29 14:05:09,569 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:14:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2463, loss: 2.2463 +2025-05-29 14:05:52,326 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.2647, loss: 2.2647 +2025-05-29 14:06:34,988 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:13:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2815, loss: 2.2815 +2025-05-29 14:07:17,651 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:12:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2550, loss: 2.2550 +2025-05-29 14:08:00,291 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:11:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3319, loss: 2.3319 +2025-05-29 14:08:42,972 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:10:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.3193, loss: 2.3193 +2025-05-29 14:09:25,573 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:10:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2556, loss: 2.2556 +2025-05-29 14:09:28,680 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-29 14:17:51,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:17:51,171 - pyskl - INFO - +top1_acc 0.8413 +top5_acc 0.9750 +2025-05-29 14:17:51,174 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8413, top5_acc: 0.9750 +2025-05-29 14:18:53,863 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:09:42, time: 0.627, data_time: 0.202, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0735, loss: 2.0735 +2025-05-29 14:19:36,505 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:08:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1595, loss: 2.1595 +2025-05-29 14:20:19,084 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:08:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1631, loss: 2.1631 +2025-05-29 14:21:01,741 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:07:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1955, loss: 2.1955 +2025-05-29 14:21:44,371 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:06:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2613, loss: 2.2613 +2025-05-29 14:22:27,021 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:06:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2288, loss: 2.2288 +2025-05-29 14:23:09,639 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:05:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.1872, loss: 2.1872 +2025-05-29 14:23:52,152 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:04:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2685, loss: 2.2685 +2025-05-29 14:24:34,839 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:03:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.1975, loss: 2.1975 +2025-05-29 14:25:17,551 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:03:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.1589, loss: 2.1589 +2025-05-29 14:26:00,220 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:02:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.1877, loss: 2.1877 +2025-05-29 14:26:42,894 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:01:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2566, loss: 2.2566 +2025-05-29 14:27:25,603 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:00:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2676, loss: 2.2676 +2025-05-29 14:28:08,236 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:00:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.2926, loss: 2.2926 +2025-05-29 14:28:50,958 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 20:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2326, loss: 2.2326 +2025-05-29 14:29:33,705 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 20:58:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.2033, loss: 2.2033 +2025-05-29 14:30:16,380 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 20:57:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2570, loss: 2.2570 +2025-05-29 14:30:59,215 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 20:57:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.2832, loss: 2.2832 +2025-05-29 14:31:41,949 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 20:56:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2712, loss: 2.2712 +2025-05-29 14:32:24,770 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 20:55:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.2671, loss: 2.2671 +2025-05-29 14:33:07,634 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 20:54:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.2212, loss: 2.2212 +2025-05-29 14:33:50,269 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:54:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.1727, loss: 2.1727 +2025-05-29 14:34:32,937 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:53:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2234, loss: 2.2234 +2025-05-29 14:35:15,605 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.2348, loss: 2.2348 +2025-05-29 14:35:58,241 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:52:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2753, loss: 2.2753 +2025-05-29 14:36:01,329 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-29 14:37:16,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:37:16,513 - pyskl - INFO - +top1_acc 0.8365 +top5_acc 0.9656 +2025-05-29 14:37:16,516 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8365, top5_acc: 0.9656 +2025-05-29 14:38:19,601 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:51:31, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.1188, loss: 2.1188 +2025-05-29 14:39:02,235 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:50:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.1209, loss: 2.1209 +2025-05-29 14:39:45,086 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:50:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0347, loss: 2.0347 +2025-05-29 14:40:27,728 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:49:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.1572, loss: 2.1572 +2025-05-29 14:41:10,741 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:48:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.2210, loss: 2.2210 +2025-05-29 14:41:53,644 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:47:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.2045, loss: 2.2045 +2025-05-29 14:42:36,576 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:47:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2591, loss: 2.2591 +2025-05-29 14:43:19,218 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:46:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.2715, loss: 2.2715 +2025-05-29 14:44:02,001 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:45:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.1758, loss: 2.1758 +2025-05-29 14:44:44,667 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:44:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2967, loss: 2.2967 +2025-05-29 14:45:27,730 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:44:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.2299, loss: 2.2299 +2025-05-29 14:46:10,613 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:43:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.2294, loss: 2.2294 +2025-05-29 14:46:53,378 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.4084, loss: 2.4084 +2025-05-29 14:47:35,835 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:41:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 2.4372, loss: 2.4372 +2025-05-29 14:48:18,483 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:41:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.1443, loss: 2.1443 +2025-05-29 14:49:01,131 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:40:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.1882, loss: 2.1882 +2025-05-29 14:49:43,898 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:39:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1711, loss: 2.1711 +2025-05-29 14:50:26,827 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:39:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.2301, loss: 2.2301 +2025-05-29 14:51:09,845 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:38:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.1576, loss: 2.1576 +2025-05-29 14:51:52,466 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:37:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.2159, loss: 2.2159 +2025-05-29 14:52:35,126 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:36:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1890, loss: 2.1890 +2025-05-29 14:53:17,834 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:36:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.2744, loss: 2.2744 +2025-05-29 14:54:00,514 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:35:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2973, loss: 2.2973 +2025-05-29 14:54:43,261 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:34:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.1073, loss: 2.1073 +2025-05-29 14:55:25,712 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:33:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.1694, loss: 2.1694 +2025-05-29 14:55:28,850 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-29 14:56:45,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:56:45,228 - pyskl - INFO - +top1_acc 0.8601 +top5_acc 0.9766 +2025-05-29 14:56:45,285 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_71.pth was removed +2025-05-29 14:56:46,392 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2025-05-29 14:56:46,393 - pyskl - INFO - Best top1_acc is 0.8601 at 82 epoch. +2025-05-29 14:56:46,396 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8601, top5_acc: 0.9766 +2025-05-29 14:57:50,555 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:33:24, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1526, loss: 2.1526 +2025-05-29 14:58:33,241 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:32:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.1306, loss: 2.1306 +2025-05-29 14:59:15,970 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0425, loss: 2.0425 +2025-05-29 14:59:58,616 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:31:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.1871, loss: 2.1871 +2025-05-29 15:00:41,320 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1363, loss: 2.1363 +2025-05-29 15:01:24,057 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:29:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.2014, loss: 2.2014 +2025-05-29 15:02:06,774 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:28:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.3263, loss: 2.3263 +2025-05-29 15:02:49,500 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:28:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1331, loss: 2.1331 +2025-05-29 15:03:32,316 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:27:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2262, loss: 2.2262 +2025-05-29 15:04:14,993 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:26:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3049, loss: 2.3049 +2025-05-29 15:04:57,704 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:26:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.1654, loss: 2.1654 +2025-05-29 15:05:40,540 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:25:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2008, loss: 2.2008 +2025-05-29 15:06:23,308 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:24:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2334, loss: 2.2334 +2025-05-29 15:07:06,083 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:23:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.2749, loss: 2.2749 +2025-05-29 15:07:48,896 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:23:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.0573, loss: 2.0573 +2025-05-29 15:08:31,647 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:22:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1506, loss: 2.1506 +2025-05-29 15:09:14,460 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:21:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.2005, loss: 2.2005 +2025-05-29 15:09:57,365 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:20:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.2385, loss: 2.2385 +2025-05-29 15:10:40,126 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:20:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.2466, loss: 2.2466 +2025-05-29 15:11:22,930 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1567, loss: 2.1567 +2025-05-29 15:12:05,759 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:18:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2634, loss: 2.2634 +2025-05-29 15:12:48,516 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:17:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2380, loss: 2.2380 +2025-05-29 15:13:31,377 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:17:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.1802, loss: 2.1802 +2025-05-29 15:14:14,159 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:16:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1477, loss: 2.1477 +2025-05-29 15:14:56,909 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:15:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.2101, loss: 2.2101 +2025-05-29 15:14:59,989 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-29 15:16:15,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:16:15,861 - pyskl - INFO - +top1_acc 0.8358 +top5_acc 0.9744 +2025-05-29 15:16:15,863 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8358, top5_acc: 0.9744 +2025-05-29 15:17:20,209 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:15:16, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1172, loss: 2.1172 +2025-05-29 15:18:02,977 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:14:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0968, loss: 2.0968 +2025-05-29 15:18:45,725 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:13:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1944, loss: 2.1944 +2025-05-29 15:19:28,459 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:13:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.0967, loss: 2.0967 +2025-05-29 15:20:11,166 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:12:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.0452, loss: 2.0452 +2025-05-29 15:20:53,963 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:11:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.2115, loss: 2.2115 +2025-05-29 15:21:36,811 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:10:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.1371, loss: 2.1371 +2025-05-29 15:22:19,842 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:10:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1923, loss: 2.1923 +2025-05-29 15:23:02,670 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:09:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1117, loss: 2.1117 +2025-05-29 15:23:45,630 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.1860, loss: 2.1860 +2025-05-29 15:24:28,550 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:07:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.1451, loss: 2.1451 +2025-05-29 15:25:11,639 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:07:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1390, loss: 2.1390 +2025-05-29 15:25:54,398 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:06:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2416, loss: 2.2416 +2025-05-29 15:26:37,014 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:05:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.2194, loss: 2.2194 +2025-05-29 15:27:19,698 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:05:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1042, loss: 2.1042 +2025-05-29 15:28:02,387 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:04:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1849, loss: 2.1849 +2025-05-29 15:28:45,192 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:03:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1766, loss: 2.1766 +2025-05-29 15:29:27,897 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:02:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.1946, loss: 2.1946 +2025-05-29 15:30:10,686 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:02:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1826, loss: 2.1826 +2025-05-29 15:30:53,588 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:01:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.1488, loss: 2.1488 +2025-05-29 15:31:36,324 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:00:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.2287, loss: 2.2287 +2025-05-29 15:32:19,073 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 19:59:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.2030, loss: 2.2030 +2025-05-29 15:33:01,769 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 19:59:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1699, loss: 2.1699 +2025-05-29 15:33:44,449 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 19:58:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2679, loss: 2.2679 +2025-05-29 15:34:27,163 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 19:57:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.1863, loss: 2.1863 +2025-05-29 15:34:30,229 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-29 15:35:46,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:35:46,079 - pyskl - INFO - +top1_acc 0.8321 +top5_acc 0.9667 +2025-05-29 15:35:46,082 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8321, top5_acc: 0.9667 +2025-05-29 15:36:50,055 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 19:57:09, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1825, loss: 2.1825 +2025-05-29 15:37:33,092 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 19:56:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.0977, loss: 2.0977 +2025-05-29 15:38:16,072 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 19:55:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1374, loss: 2.1374 +2025-05-29 15:38:58,825 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:54:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2240, loss: 2.2240 +2025-05-29 15:39:41,467 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:54:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1518, loss: 2.1518 +2025-05-29 15:40:24,329 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:53:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1176, loss: 2.1176 +2025-05-29 15:41:07,028 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:52:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9950, loss: 1.9950 +2025-05-29 15:41:49,912 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:52:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.1051, loss: 2.1051 +2025-05-29 15:42:32,835 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:51:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.0539, loss: 2.0539 +2025-05-29 15:43:15,499 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:50:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9894, loss_cls: 2.1500, loss: 2.1500 +2025-05-29 15:43:58,208 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:49:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.1259, loss: 2.1259 +2025-05-29 15:44:41,133 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:49:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.1604, loss: 2.1604 +2025-05-29 15:45:23,950 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:48:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0897, loss: 2.0897 +2025-05-29 15:46:06,804 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:47:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2317, loss: 2.2317 +2025-05-29 15:46:49,592 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:46:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.2189, loss: 2.2189 +2025-05-29 15:47:32,291 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:46:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2230, loss: 2.2230 +2025-05-29 15:48:15,092 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:45:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.2047, loss: 2.2047 +2025-05-29 15:48:57,816 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:44:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.2334, loss: 2.2334 +2025-05-29 15:49:40,589 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:43:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1520, loss: 2.1520 +2025-05-29 15:50:23,207 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:43:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.1928, loss: 2.1928 +2025-05-29 15:51:05,872 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:42:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1742, loss: 2.1742 +2025-05-29 15:51:48,502 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:41:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.2410, loss: 2.2410 +2025-05-29 15:52:31,262 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:41:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2412, loss: 2.2412 +2025-05-29 15:53:14,163 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:40:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.2291, loss: 2.2291 +2025-05-29 15:53:56,884 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:39:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.1232, loss: 2.1232 +2025-05-29 15:53:59,936 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-29 16:03:01,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:03:02,001 - pyskl - INFO - +top1_acc 0.8539 +top5_acc 0.9707 +2025-05-29 16:03:02,003 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8539, top5_acc: 0.9707 +2025-05-29 16:04:05,834 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:39:01, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0655, loss: 2.0655 +2025-05-29 16:04:48,485 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:38:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.0700, loss: 2.0700 +2025-05-29 16:05:31,152 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:37:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.0717, loss: 2.0717 +2025-05-29 16:06:13,804 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1505, loss: 2.1505 +2025-05-29 16:06:56,440 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:36:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.1971, loss: 2.1971 +2025-05-29 16:07:39,229 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:35:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0501, loss: 2.0501 +2025-05-29 16:08:21,888 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:34:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1016, loss: 2.1016 +2025-05-29 16:09:04,654 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:33:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1313, loss: 2.1313 +2025-05-29 16:09:47,397 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:33:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0699, loss: 2.0699 +2025-05-29 16:10:30,128 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:32:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1308, loss: 2.1308 +2025-05-29 16:11:12,894 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:31:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0055, loss: 2.0055 +2025-05-29 16:11:55,576 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:30:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2172, loss: 2.2172 +2025-05-29 16:12:38,304 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:30:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1843, loss: 2.1843 +2025-05-29 16:13:21,032 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.1977, loss: 2.1977 +2025-05-29 16:14:03,721 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:28:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2511, loss: 2.2511 +2025-05-29 16:14:46,477 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:28:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9894, loss_cls: 2.0826, loss: 2.0826 +2025-05-29 16:15:29,266 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:27:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1601, loss: 2.1601 +2025-05-29 16:16:12,020 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:26:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.1399, loss: 2.1399 +2025-05-29 16:16:54,957 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:25:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.0838, loss: 2.0838 +2025-05-29 16:17:37,811 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:25:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.1768, loss: 2.1768 +2025-05-29 16:18:20,480 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:24:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.2336, loss: 2.2336 +2025-05-29 16:19:03,215 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.1306, loss: 2.1306 +2025-05-29 16:19:45,960 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:22:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0871, loss: 2.0871 +2025-05-29 16:20:28,612 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:22:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1835, loss: 2.1835 +2025-05-29 16:21:11,142 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:21:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.1584, loss: 2.1584 +2025-05-29 16:21:14,219 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-29 16:22:29,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:22:29,090 - pyskl - INFO - +top1_acc 0.8539 +top5_acc 0.9751 +2025-05-29 16:22:29,093 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8539, top5_acc: 0.9751 +2025-05-29 16:23:32,862 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:20:52, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.0985, loss: 2.0985 +2025-05-29 16:24:15,548 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:20:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0204, loss: 2.0204 +2025-05-29 16:24:58,307 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:19:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.0889, loss: 2.0889 +2025-05-29 16:25:41,053 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0610, loss: 2.0610 +2025-05-29 16:26:23,888 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:17:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.0828, loss: 2.0828 +2025-05-29 16:27:06,678 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:17:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.0896, loss: 2.0896 +2025-05-29 16:27:49,296 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:16:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1266, loss: 2.1266 +2025-05-29 16:28:32,105 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:15:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.0698, loss: 2.0698 +2025-05-29 16:29:14,772 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:15:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1228, loss: 2.1228 +2025-05-29 16:29:57,407 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:14:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.0944, loss: 2.0944 +2025-05-29 16:30:39,997 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:13:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.1382, loss: 2.1382 +2025-05-29 16:31:22,682 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:12:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.0950, loss: 2.0950 +2025-05-29 16:32:05,541 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:12:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.2453, loss: 2.2453 +2025-05-29 16:32:48,292 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:11:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1426, loss: 2.1426 +2025-05-29 16:33:31,082 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:10:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1075, loss: 2.1075 +2025-05-29 16:34:13,700 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:09:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.1341, loss: 2.1341 +2025-05-29 16:34:56,378 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:09:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2131, loss: 2.2131 +2025-05-29 16:35:39,050 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:08:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1835, loss: 2.1835 +2025-05-29 16:36:21,672 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:07:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1419, loss: 2.1419 +2025-05-29 16:37:04,389 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:06:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2150, loss: 2.2150 +2025-05-29 16:37:47,053 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:06:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1803, loss: 2.1803 +2025-05-29 16:38:29,702 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:05:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.1852, loss: 2.1852 +2025-05-29 16:39:12,352 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:04:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0878, loss: 2.0878 +2025-05-29 16:39:54,970 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:04:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.1714, loss: 2.1714 +2025-05-29 16:40:37,597 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:03:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2361, loss: 2.2361 +2025-05-29 16:40:40,694 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-29 16:41:56,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:41:57,027 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9712 +2025-05-29 16:41:57,030 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8429, top5_acc: 0.9712 +2025-05-29 16:43:01,450 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:02:43, time: 0.644, data_time: 0.217, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1750, loss: 2.1750 +2025-05-29 16:43:44,404 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:01:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0706, loss: 2.0706 +2025-05-29 16:44:27,487 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9958, loss: 1.9958 +2025-05-29 16:45:10,249 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:00:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9597, loss: 1.9597 +2025-05-29 16:45:52,995 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 18:59:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9910, loss: 1.9910 +2025-05-29 16:46:35,676 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 18:59:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9679, loss: 1.9679 +2025-05-29 16:47:18,428 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 18:58:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0235, loss: 2.0235 +2025-05-29 16:48:01,343 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 18:57:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1263, loss: 2.1263 +2025-05-29 16:48:44,253 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 18:56:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9902, loss: 1.9902 +2025-05-29 16:49:26,976 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 18:56:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0785, loss: 2.0785 +2025-05-29 16:50:09,620 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:55:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9843, loss: 1.9843 +2025-05-29 16:50:52,228 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:54:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2097, loss: 2.2097 +2025-05-29 16:51:34,922 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:53:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.2532, loss: 2.2532 +2025-05-29 16:52:17,678 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.1942, loss: 2.1942 +2025-05-29 16:53:00,441 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:52:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1281, loss: 2.1281 +2025-05-29 16:53:43,278 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:51:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0650, loss: 2.0650 +2025-05-29 16:54:25,976 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:51:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0864, loss: 2.0864 +2025-05-29 16:55:08,750 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:50:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.0118, loss: 2.0118 +2025-05-29 16:55:51,607 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:49:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.0228, loss: 2.0228 +2025-05-29 16:56:34,285 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:48:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1253, loss: 2.1253 +2025-05-29 16:57:17,123 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:48:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0906, loss: 2.0906 +2025-05-29 16:58:00,027 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:47:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.0665, loss: 2.0665 +2025-05-29 16:58:43,038 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:46:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2413, loss: 2.2413 +2025-05-29 16:59:25,963 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:45:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.0965, loss: 2.0965 +2025-05-29 17:00:08,778 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:45:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.1696, loss: 2.1696 +2025-05-29 17:00:11,872 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-29 17:01:28,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:01:28,415 - pyskl - INFO - +top1_acc 0.8542 +top5_acc 0.9754 +2025-05-29 17:01:28,418 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8542, top5_acc: 0.9754 +2025-05-29 17:02:32,927 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:44:36, time: 0.645, data_time: 0.217, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.0164, loss: 2.0164 +2025-05-29 17:03:15,881 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:43:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1432, loss: 2.1432 +2025-05-29 17:03:58,812 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:43:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0907, loss: 2.0907 +2025-05-29 17:04:41,816 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:42:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.0028, loss: 2.0028 +2025-05-29 17:05:24,609 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:41:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0094, loss: 2.0094 +2025-05-29 17:06:07,175 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:40:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.0246, loss: 2.0246 +2025-05-29 17:06:50,003 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:40:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0828, loss: 2.0828 +2025-05-29 17:07:32,654 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:39:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.0481, loss: 2.0481 +2025-05-29 17:08:15,532 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:38:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0946, loss: 2.0946 +2025-05-29 17:08:58,365 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:38:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0177, loss: 2.0177 +2025-05-29 17:09:41,014 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:37:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0310, loss: 2.0310 +2025-05-29 17:10:23,805 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:36:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.9854, loss: 1.9854 +2025-05-29 17:11:06,418 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:35:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1376, loss: 2.1376 +2025-05-29 17:11:49,183 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:35:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.0110, loss: 2.0110 +2025-05-29 17:12:32,152 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:34:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1675, loss: 2.1675 +2025-05-29 17:13:14,906 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:33:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0815, loss: 2.0815 +2025-05-29 17:13:57,504 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:32:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1274, loss: 2.1274 +2025-05-29 17:14:40,200 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:32:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.0564, loss: 2.0564 +2025-05-29 17:15:22,932 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1380, loss: 2.1380 +2025-05-29 17:16:05,582 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:30:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.1363, loss: 2.1363 +2025-05-29 17:16:48,376 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:29:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1310, loss: 2.1310 +2025-05-29 17:17:31,016 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:29:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.1701, loss: 2.1701 +2025-05-29 17:18:13,748 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:28:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.0862, loss: 2.0862 +2025-05-29 17:18:56,470 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:27:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.9999, loss: 1.9999 +2025-05-29 17:19:39,135 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:27:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.1219, loss: 2.1219 +2025-05-29 17:19:42,298 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-29 17:20:58,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:20:58,609 - pyskl - INFO - +top1_acc 0.8641 +top5_acc 0.9793 +2025-05-29 17:20:58,665 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_82.pth was removed +2025-05-29 17:20:59,765 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-05-29 17:20:59,766 - pyskl - INFO - Best top1_acc is 0.8641 at 89 epoch. +2025-05-29 17:20:59,769 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8641, top5_acc: 0.9793 +2025-05-29 17:22:04,036 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:26:28, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.9345, loss: 1.9345 +2025-05-29 17:22:46,710 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:25:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0737, loss: 2.0737 +2025-05-29 17:23:29,349 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:25:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.0772, loss: 2.0772 +2025-05-29 17:24:12,017 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:24:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.0384, loss: 2.0384 +2025-05-29 17:24:54,892 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:23:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9451, loss: 1.9451 +2025-05-29 17:25:37,614 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:22:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.0176, loss: 2.0176 +2025-05-29 17:26:20,263 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:22:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9694, loss: 1.9694 +2025-05-29 17:27:03,097 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:21:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.1248, loss: 2.1248 +2025-05-29 17:27:45,886 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:20:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.9818, loss: 1.9818 +2025-05-29 17:28:28,568 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:19:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1187, loss: 2.1187 +2025-05-29 17:29:11,262 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:19:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.1775, loss: 2.1775 +2025-05-29 17:29:53,959 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:18:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1563, loss: 2.1563 +2025-05-29 17:30:36,612 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0597, loss: 2.0597 +2025-05-29 17:31:19,325 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:16:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0319, loss: 2.0319 +2025-05-29 17:32:02,034 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:16:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.0712, loss: 2.0712 +2025-05-29 17:32:44,673 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:15:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9981, loss_cls: 2.1332, loss: 2.1332 +2025-05-29 17:33:27,367 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:14:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.0610, loss: 2.0610 +2025-05-29 17:34:10,039 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.0549, loss: 2.0549 +2025-05-29 17:34:52,706 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:13:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1044, loss: 2.1044 +2025-05-29 17:35:35,371 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:12:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.1136, loss: 2.1136 +2025-05-29 17:36:18,147 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:11:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0856, loss: 2.0856 +2025-05-29 17:37:00,871 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:11:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0843, loss: 2.0843 +2025-05-29 17:37:43,525 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:10:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.1153, loss: 2.1153 +2025-05-29 17:38:26,201 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:09:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.0784, loss: 2.0784 +2025-05-29 17:39:08,820 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:08:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1022, loss: 2.1022 +2025-05-29 17:39:11,982 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-29 17:47:34,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:47:34,142 - pyskl - INFO - +top1_acc 0.8427 +top5_acc 0.9734 +2025-05-29 17:47:34,144 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8427, top5_acc: 0.9734 +2025-05-29 17:48:37,499 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:08:18, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.9952, loss: 1.9952 +2025-05-29 17:49:20,154 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9037, loss: 1.9037 +2025-05-29 17:50:02,844 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:06:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0262, loss: 2.0262 +2025-05-29 17:50:45,494 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:06:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9843, loss: 1.9843 +2025-05-29 17:51:28,217 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:05:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0212, loss: 2.0212 +2025-05-29 17:52:10,968 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:04:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.0414, loss: 2.0414 +2025-05-29 17:52:53,746 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:03:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.0392, loss: 2.0392 +2025-05-29 17:53:36,616 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:03:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.9327, loss: 1.9327 +2025-05-29 17:54:19,408 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:02:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9296, loss: 1.9296 +2025-05-29 17:55:02,184 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9722, loss: 1.9722 +2025-05-29 17:55:45,009 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:00:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.0159, loss: 2.0159 +2025-05-29 17:56:27,762 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:00:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0636, loss: 2.0636 +2025-05-29 17:57:10,404 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 17:59:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0702, loss: 2.0702 +2025-05-29 17:57:53,110 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 17:58:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 2.0551, loss: 2.0551 +2025-05-29 17:58:35,772 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 17:58:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0733, loss: 2.0733 +2025-05-29 17:59:18,448 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 17:57:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1534, loss: 2.1534 +2025-05-29 18:00:01,021 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 17:56:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1609, loss: 2.1609 +2025-05-29 18:00:43,647 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 17:55:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.0326, loss: 2.0326 +2025-05-29 18:01:26,293 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:55:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.0614, loss: 2.0614 +2025-05-29 18:02:08,835 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:54:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.0420, loss: 2.0420 +2025-05-29 18:02:51,469 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:53:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 2.0853, loss: 2.0853 +2025-05-29 18:03:34,055 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:52:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.0722, loss: 2.0722 +2025-05-29 18:04:16,560 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:52:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1133, loss: 2.1133 +2025-05-29 18:04:59,110 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:51:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.0182, loss: 2.0182 +2025-05-29 18:05:41,816 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:50:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.0217, loss: 2.0217 +2025-05-29 18:05:44,853 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-29 18:07:00,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:07:00,272 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9808 +2025-05-29 18:07:00,274 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8590, top5_acc: 0.9808 +2025-05-29 18:08:03,224 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:50:08, time: 0.629, data_time: 0.205, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 1.9741, loss: 1.9741 +2025-05-29 18:08:45,646 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:49:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.9029, loss: 1.9029 +2025-05-29 18:09:28,176 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:48:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9716, loss: 1.9716 +2025-05-29 18:10:10,620 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:47:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.0469, loss: 2.0469 +2025-05-29 18:10:53,188 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:47:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0451, loss: 2.0451 +2025-05-29 18:11:35,809 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:46:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0124, loss: 2.0124 +2025-05-29 18:12:18,733 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:45:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0479, loss: 2.0479 +2025-05-29 18:13:01,444 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:45:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8991, loss: 1.8991 +2025-05-29 18:13:44,127 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.0859, loss: 2.0859 +2025-05-29 18:14:26,900 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:43:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0087, loss: 2.0087 +2025-05-29 18:15:09,582 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:42:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.0928, loss: 2.0928 +2025-05-29 18:15:52,289 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:42:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.1266, loss: 2.1266 +2025-05-29 18:16:34,956 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:41:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1537, loss: 2.1537 +2025-05-29 18:17:17,646 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:40:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9894, loss: 1.9894 +2025-05-29 18:18:00,405 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:39:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.1374, loss: 2.1374 +2025-05-29 18:18:42,966 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:39:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0239, loss: 2.0239 +2025-05-29 18:19:25,497 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:38:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.0589, loss: 2.0589 +2025-05-29 18:20:08,064 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:37:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0523, loss: 2.0523 +2025-05-29 18:20:50,510 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:36:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0442, loss: 2.0442 +2025-05-29 18:21:33,230 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:36:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9988, loss_cls: 1.9728, loss: 1.9728 +2025-05-29 18:22:15,997 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:35:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0791, loss: 2.0791 +2025-05-29 18:22:58,425 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:34:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9975, loss_cls: 2.1264, loss: 2.1264 +2025-05-29 18:23:41,145 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:34:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.0503, loss: 2.0503 +2025-05-29 18:24:23,758 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:33:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.0392, loss: 2.0392 +2025-05-29 18:25:06,438 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:32:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.0373, loss: 2.0373 +2025-05-29 18:25:09,511 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-29 18:26:24,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:26:24,927 - pyskl - INFO - +top1_acc 0.8584 +top5_acc 0.9768 +2025-05-29 18:26:24,929 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8584, top5_acc: 0.9768 +2025-05-29 18:27:28,553 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:31:58, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9321, loss: 1.9321 +2025-05-29 18:28:11,136 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:31:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.9375, loss: 1.9375 +2025-05-29 18:28:53,625 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:30:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.8969, loss: 1.8969 +2025-05-29 18:29:36,200 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:29:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.0378, loss: 2.0378 +2025-05-29 18:30:18,894 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:29:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.0952, loss: 2.0952 +2025-05-29 18:31:01,744 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:28:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8649, loss: 1.8649 +2025-05-29 18:31:44,481 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:27:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.0065, loss: 2.0065 +2025-05-29 18:32:27,320 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 2.0361, loss: 2.0361 +2025-05-29 18:33:09,973 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:26:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.0514, loss: 2.0514 +2025-05-29 18:33:52,745 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:25:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.9316, loss: 1.9316 +2025-05-29 18:34:35,497 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:24:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 1.9822, loss: 1.9822 +2025-05-29 18:35:18,021 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:23:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0728, loss: 2.0728 +2025-05-29 18:36:00,665 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:23:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.0250, loss: 2.0250 +2025-05-29 18:36:43,238 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:22:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0533, loss: 2.0533 +2025-05-29 18:37:25,845 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:21:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.0218, loss: 2.0218 +2025-05-29 18:38:08,409 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:20:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0159, loss: 2.0159 +2025-05-29 18:38:51,004 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:20:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 2.0209, loss: 2.0209 +2025-05-29 18:39:33,543 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:19:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9743, loss: 1.9743 +2025-05-29 18:40:16,077 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:18:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.0166, loss: 2.0166 +2025-05-29 18:40:58,602 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:18:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0196, loss: 2.0196 +2025-05-29 18:41:41,084 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:17:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.9998, loss: 1.9998 +2025-05-29 18:42:23,612 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:16:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0497, loss: 2.0497 +2025-05-29 18:43:06,140 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:15:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.0894, loss: 2.0894 +2025-05-29 18:43:48,676 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:15:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0416, loss: 2.0416 +2025-05-29 18:44:31,190 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:14:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0267, loss: 2.0267 +2025-05-29 18:44:34,279 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-29 18:45:49,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:45:49,630 - pyskl - INFO - +top1_acc 0.8405 +top5_acc 0.9741 +2025-05-29 18:45:49,633 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8405, top5_acc: 0.9741 +2025-05-29 18:46:53,646 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:13:47, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.9586, loss: 1.9586 +2025-05-29 18:47:36,201 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:13:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.8138, loss: 1.8138 +2025-05-29 18:48:18,816 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:12:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.9574, loss: 1.9574 +2025-05-29 18:49:01,536 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:11:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.8951, loss: 1.8951 +2025-05-29 18:49:44,245 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:10:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.9773, loss: 1.9773 +2025-05-29 18:50:27,078 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:10:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.9723, loss: 1.9723 +2025-05-29 18:51:09,756 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:09:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.0146, loss: 2.0146 +2025-05-29 18:51:52,415 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:08:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0430, loss: 2.0430 +2025-05-29 18:52:35,001 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:07:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1157, loss: 2.1157 +2025-05-29 18:53:17,729 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:07:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.9416, loss: 1.9416 +2025-05-29 18:54:00,429 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:06:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.0297, loss: 2.0297 +2025-05-29 18:54:43,048 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:05:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9177, loss: 1.9177 +2025-05-29 18:55:25,691 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:05:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9799, loss: 1.9799 +2025-05-29 18:56:08,377 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:04:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9482, loss: 1.9482 +2025-05-29 18:56:50,970 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:03:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0198, loss: 2.0198 +2025-05-29 18:57:33,616 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:02:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 1.9677, loss: 1.9677 +2025-05-29 18:58:16,179 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:02:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0274, loss: 2.0274 +2025-05-29 18:58:58,762 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:01:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.0304, loss: 2.0304 +2025-05-29 18:59:41,358 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:00:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0522, loss: 2.0522 +2025-05-29 19:00:23,945 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 16:59:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.0013, loss: 2.0013 +2025-05-29 19:01:06,506 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 16:59:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.9651, loss: 1.9651 +2025-05-29 19:01:49,008 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 16:58:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0331, loss: 2.0331 +2025-05-29 19:02:31,614 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 16:57:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1205, loss: 2.1205 +2025-05-29 19:03:14,226 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 16:56:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0323, loss: 2.0323 +2025-05-29 19:03:56,809 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 16:56:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.9627, loss: 1.9627 +2025-05-29 19:03:59,920 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-29 19:05:15,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:05:15,478 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9801 +2025-05-29 19:05:15,537 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_89.pth was removed +2025-05-29 19:05:16,603 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-05-29 19:05:16,604 - pyskl - INFO - Best top1_acc is 0.8664 at 94 epoch. +2025-05-29 19:05:16,606 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8664, top5_acc: 0.9801 +2025-05-29 19:06:20,918 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:55:37, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9147, loss: 1.9147 +2025-05-29 19:07:03,633 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:54:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.8761, loss: 1.8761 +2025-05-29 19:07:46,221 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:54:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9020, loss: 1.9020 +2025-05-29 19:08:28,748 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:53:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9095, loss: 1.9095 +2025-05-29 19:09:11,397 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:52:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9807, loss: 1.9807 +2025-05-29 19:09:54,182 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:51:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9623, loss: 1.9623 +2025-05-29 19:10:37,072 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:51:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9446, loss: 1.9446 +2025-05-29 19:11:20,013 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9220, loss: 1.9220 +2025-05-29 19:12:02,950 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:49:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.8680, loss: 1.8680 +2025-05-29 19:12:45,832 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:49:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.0140, loss: 2.0140 +2025-05-29 19:13:28,773 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:48:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.0078, loss: 2.0078 +2025-05-29 19:14:11,477 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:47:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.9898, loss: 1.9898 +2025-05-29 19:14:54,149 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:46:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.0826, loss: 2.0826 +2025-05-29 19:15:36,774 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:46:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.9850, loss: 1.9850 +2025-05-29 19:16:19,597 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:45:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9757, loss: 1.9757 +2025-05-29 19:17:02,383 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:44:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.9949, loss: 1.9949 +2025-05-29 19:17:45,223 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:43:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0214, loss: 2.0214 +2025-05-29 19:18:27,970 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:43:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9308, loss: 1.9308 +2025-05-29 19:19:10,768 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:42:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0238, loss: 2.0238 +2025-05-29 19:19:53,445 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:41:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.0056, loss: 2.0056 +2025-05-29 19:20:36,303 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:41:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9869, loss_cls: 2.0456, loss: 2.0456 +2025-05-29 19:21:19,424 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:40:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9632, loss: 1.9632 +2025-05-29 19:22:02,221 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:39:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.0022, loss: 2.0022 +2025-05-29 19:22:44,989 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:38:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.0083, loss: 2.0083 +2025-05-29 19:23:27,645 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:38:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0694, loss: 2.0694 +2025-05-29 19:23:30,776 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-29 19:31:57,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:31:58,030 - pyskl - INFO - +top1_acc 0.8564 +top5_acc 0.9766 +2025-05-29 19:31:58,033 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8564, top5_acc: 0.9766 +2025-05-29 19:33:01,014 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:37:29, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9314, loss: 1.9314 +2025-05-29 19:33:43,647 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:36:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8394, loss: 1.8394 +2025-05-29 19:34:26,384 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:36:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9311, loss: 1.9311 +2025-05-29 19:35:09,058 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:35:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.9797, loss: 1.9797 +2025-05-29 19:35:51,757 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:34:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8776, loss: 1.8776 +2025-05-29 19:36:34,479 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:33:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8175, loss: 1.8175 +2025-05-29 19:37:17,237 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:33:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8251, loss: 1.8251 +2025-05-29 19:37:59,989 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:32:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9324, loss: 1.9324 +2025-05-29 19:38:42,725 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:31:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.9191, loss: 1.9191 +2025-05-29 19:39:25,508 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9919, loss_cls: 1.9565, loss: 1.9565 +2025-05-29 19:40:08,277 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:30:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.8985, loss: 1.8985 +2025-05-29 19:40:51,200 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:29:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.9768, loss: 1.9768 +2025-05-29 19:41:33,903 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:28:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.9345, loss: 1.9345 +2025-05-29 19:42:16,762 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:27:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9607, loss: 1.9607 +2025-05-29 19:42:59,478 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:27:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.0234, loss: 2.0234 +2025-05-29 19:43:42,314 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:26:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.0587, loss: 2.0587 +2025-05-29 19:44:25,072 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:25:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9384, loss: 1.9384 +2025-05-29 19:45:08,006 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:25:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0189, loss: 2.0189 +2025-05-29 19:45:50,777 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:24:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0159, loss: 2.0159 +2025-05-29 19:46:33,586 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:23:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9313, loss: 1.9313 +2025-05-29 19:47:16,273 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:22:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 1.8594, loss: 1.8594 +2025-05-29 19:47:59,041 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:22:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.9765, loss: 1.9765 +2025-05-29 19:48:41,846 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:21:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0251, loss: 2.0251 +2025-05-29 19:49:24,648 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:20:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0719, loss: 2.0719 +2025-05-29 19:50:07,361 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:19:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9268, loss: 1.9268 +2025-05-29 19:50:10,432 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-29 19:51:25,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:51:25,773 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9757 +2025-05-29 19:51:25,776 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8633, top5_acc: 0.9757 +2025-05-29 19:52:29,417 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:19:20, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.8680, loss: 1.8680 +2025-05-29 19:53:12,040 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:18:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8925, loss: 1.8925 +2025-05-29 19:53:54,592 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:17:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.8575, loss: 1.8575 +2025-05-29 19:54:37,191 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:17:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8214, loss: 1.8214 +2025-05-29 19:55:19,713 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:16:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.7944, loss: 1.7944 +2025-05-29 19:56:02,321 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:15:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.7908, loss: 1.7908 +2025-05-29 19:56:44,968 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:14:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8691, loss: 1.8691 +2025-05-29 19:57:27,589 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:14:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8842, loss: 1.8842 +2025-05-29 19:58:10,346 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:13:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9336, loss: 1.9336 +2025-05-29 19:58:53,180 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:12:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8623, loss: 1.8623 +2025-05-29 19:59:36,079 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:12:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9470, loss: 1.9470 +2025-05-29 20:00:18,805 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:11:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8988, loss: 1.8988 +2025-05-29 20:01:01,501 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:10:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.9669, loss: 1.9669 +2025-05-29 20:01:44,206 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:09:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9585, loss: 1.9585 +2025-05-29 20:02:26,830 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:09:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.9311, loss: 1.9311 +2025-05-29 20:03:09,542 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:08:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9450, loss: 1.9450 +2025-05-29 20:03:52,260 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:07:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.9678, loss: 1.9678 +2025-05-29 20:04:35,073 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:06:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9925, loss: 1.9925 +2025-05-29 20:05:17,868 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:06:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0358, loss: 2.0358 +2025-05-29 20:06:00,594 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:05:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9290, loss: 1.9290 +2025-05-29 20:06:43,429 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:04:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8688, loss: 1.8688 +2025-05-29 20:07:26,226 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:03:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9390, loss: 1.9390 +2025-05-29 20:08:09,083 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:03:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8385, loss: 1.8385 +2025-05-29 20:08:51,941 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:02:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.0427, loss: 2.0427 +2025-05-29 20:09:34,773 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8261, loss: 1.8261 +2025-05-29 20:09:37,886 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-29 20:10:53,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:10:53,628 - pyskl - INFO - +top1_acc 0.8596 +top5_acc 0.9774 +2025-05-29 20:10:53,630 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8596, top5_acc: 0.9774 +2025-05-29 20:11:56,887 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:01:11, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.9071, loss: 1.9071 +2025-05-29 20:12:39,565 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:00:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8715, loss: 1.8715 +2025-05-29 20:13:22,376 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 15:59:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8854, loss: 1.8854 +2025-05-29 20:14:05,084 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 15:59:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.9217, loss: 1.9217 +2025-05-29 20:14:47,720 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 15:58:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8603, loss: 1.8603 +2025-05-29 20:15:30,428 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 15:57:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9433, loss: 1.9433 +2025-05-29 20:16:13,105 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 15:56:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9442, loss: 1.9442 +2025-05-29 20:16:55,829 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:56:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9933, loss: 1.9933 +2025-05-29 20:17:38,585 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.8681, loss: 1.8681 +2025-05-29 20:18:21,346 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:54:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.9127, loss: 1.9127 +2025-05-29 20:19:03,969 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:53:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0189, loss: 2.0189 +2025-05-29 20:19:46,557 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:53:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9267, loss: 1.9267 +2025-05-29 20:20:29,269 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:52:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.9507, loss: 1.9507 +2025-05-29 20:21:11,989 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:51:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9067, loss: 1.9067 +2025-05-29 20:21:54,793 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:50:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8271, loss: 1.8271 +2025-05-29 20:22:37,421 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:50:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7842, loss: 1.7842 +2025-05-29 20:23:20,092 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:49:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 1.9555, loss: 1.9555 +2025-05-29 20:24:02,819 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:48:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.9009, loss: 1.9009 +2025-05-29 20:24:45,537 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:48:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.8887, loss: 1.8887 +2025-05-29 20:25:28,296 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:47:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0507, loss: 2.0507 +2025-05-29 20:26:10,956 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:46:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0179, loss: 2.0179 +2025-05-29 20:26:53,683 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:45:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9114, loss: 1.9114 +2025-05-29 20:27:36,427 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:45:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9270, loss: 1.9270 +2025-05-29 20:28:19,076 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:44:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8487, loss: 1.8487 +2025-05-29 20:29:01,801 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:43:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9434, loss: 1.9434 +2025-05-29 20:29:04,867 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-29 20:30:20,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:30:20,174 - pyskl - INFO - +top1_acc 0.8472 +top5_acc 0.9696 +2025-05-29 20:30:20,177 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8472, top5_acc: 0.9696 +2025-05-29 20:31:23,222 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:43:02, time: 0.630, data_time: 0.204, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9517, loss: 1.9517 +2025-05-29 20:32:06,025 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:42:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7466, loss: 1.7466 +2025-05-29 20:32:48,705 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:41:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8918, loss: 1.8918 +2025-05-29 20:33:31,433 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:40:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.8088, loss: 1.8088 +2025-05-29 20:34:14,315 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:40:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.9182, loss: 1.9182 +2025-05-29 20:34:57,035 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:39:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.8415, loss: 1.8415 +2025-05-29 20:35:39,854 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8596, loss: 1.8596 +2025-05-29 20:36:22,626 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:37:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8819, loss: 1.8819 +2025-05-29 20:37:05,369 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:37:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8355, loss: 1.8355 +2025-05-29 20:37:48,434 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:36:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8214, loss: 1.8214 +2025-05-29 20:38:31,545 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:35:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 1.9160, loss: 1.9160 +2025-05-29 20:39:14,338 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:35:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9266, loss: 1.9266 +2025-05-29 20:39:57,259 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:34:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9024, loss: 1.9024 +2025-05-29 20:40:39,892 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:33:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9320, loss: 1.9320 +2025-05-29 20:41:22,509 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:32:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8837, loss: 1.8837 +2025-05-29 20:42:05,310 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:32:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 1.9161, loss: 1.9161 +2025-05-29 20:42:48,016 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8894, loss: 1.8894 +2025-05-29 20:43:30,732 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:30:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9057, loss: 1.9057 +2025-05-29 20:44:13,434 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:29:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9252, loss: 1.9252 +2025-05-29 20:44:56,114 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:29:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9232, loss: 1.9232 +2025-05-29 20:45:38,755 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:28:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9662, loss: 1.9662 +2025-05-29 20:46:21,388 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:27:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.9082, loss: 1.9082 +2025-05-29 20:47:03,997 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:26:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.8776, loss: 1.8776 +2025-05-29 20:47:46,596 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:26:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9191, loss: 1.9191 +2025-05-29 20:48:29,257 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:25:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.8603, loss: 1.8603 +2025-05-29 20:48:32,313 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-29 20:49:47,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:49:47,851 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9773 +2025-05-29 20:49:47,903 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_94.pth was removed +2025-05-29 20:49:49,009 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-05-29 20:49:49,010 - pyskl - INFO - Best top1_acc is 0.8667 at 99 epoch. +2025-05-29 20:49:49,012 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8667, top5_acc: 0.9773 +2025-05-29 20:50:52,205 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:24:53, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7864, loss: 1.7864 +2025-05-29 20:51:34,796 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:24:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.7957, loss: 1.7957 +2025-05-29 20:52:17,400 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:23:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8679, loss: 1.8679 +2025-05-29 20:52:59,978 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:22:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.8058, loss: 1.8058 +2025-05-29 20:53:42,672 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:21:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8525, loss: 1.8525 +2025-05-29 20:54:25,443 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:21:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7948, loss: 1.7948 +2025-05-29 20:55:08,226 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:20:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8027, loss: 1.8027 +2025-05-29 20:55:50,903 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:19:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8365, loss: 1.8365 +2025-05-29 20:56:33,480 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:19:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.8645, loss: 1.8645 +2025-05-29 20:57:16,189 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:18:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.8555, loss: 1.8555 +2025-05-29 20:57:58,985 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:17:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9139, loss: 1.9139 +2025-05-29 20:58:42,050 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:16:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.8192, loss: 1.8192 +2025-05-29 20:59:24,660 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:16:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.8514, loss: 1.8514 +2025-05-29 21:00:07,287 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:15:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7929, loss: 1.7929 +2025-05-29 21:00:50,031 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:14:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.8570, loss: 1.8570 +2025-05-29 21:01:32,699 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:13:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.8673, loss: 1.8673 +2025-05-29 21:02:15,406 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:13:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.9478, loss: 1.9478 +2025-05-29 21:02:58,085 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:12:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9795, loss: 1.9795 +2025-05-29 21:03:40,729 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:11:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.9507, loss: 1.9507 +2025-05-29 21:04:23,392 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:11:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8574, loss: 1.8574 +2025-05-29 21:05:06,144 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:10:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8864, loss: 1.8864 +2025-05-29 21:05:48,866 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:09:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8965, loss: 1.8965 +2025-05-29 21:06:31,605 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:08:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.9180, loss: 1.9180 +2025-05-29 21:07:14,345 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:08:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9290, loss: 1.9290 +2025-05-29 21:07:56,978 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:07:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.8795, loss: 1.8795 +2025-05-29 21:08:00,091 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-29 21:16:32,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:16:32,795 - pyskl - INFO - +top1_acc 0.8563 +top5_acc 0.9790 +2025-05-29 21:16:32,798 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8563, top5_acc: 0.9790 +2025-05-29 21:17:35,976 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:06:44, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7766, loss: 1.7766 +2025-05-29 21:18:18,580 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:06:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7486, loss: 1.7486 +2025-05-29 21:19:01,179 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:05:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.8303, loss: 1.8303 +2025-05-29 21:19:43,903 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:04:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.8021, loss: 1.8021 +2025-05-29 21:20:26,539 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:03:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.8487, loss: 1.8487 +2025-05-29 21:21:09,233 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:03:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8563, loss: 1.8563 +2025-05-29 21:21:51,838 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:02:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8613, loss: 1.8613 +2025-05-29 21:22:34,534 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:01:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8730, loss: 1.8730 +2025-05-29 21:23:17,285 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:00:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8614, loss: 1.8614 +2025-05-29 21:23:59,912 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:00:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8784, loss: 1.8784 +2025-05-29 21:24:42,656 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 14:59:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.8081, loss: 1.8081 +2025-05-29 21:25:25,539 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 14:58:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8143, loss: 1.8143 +2025-05-29 21:26:08,288 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 14:57:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8949, loss: 1.8949 +2025-05-29 21:26:51,053 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 14:57:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8393, loss: 1.8393 +2025-05-29 21:27:33,950 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 14:56:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8179, loss: 1.8179 +2025-05-29 21:28:16,652 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:55:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8403, loss: 1.8403 +2025-05-29 21:28:59,418 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:55:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8458, loss: 1.8458 +2025-05-29 21:29:42,060 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:54:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.8259, loss: 1.8259 +2025-05-29 21:30:24,726 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:53:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.8250, loss: 1.8250 +2025-05-29 21:31:07,490 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:52:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8433, loss: 1.8433 +2025-05-29 21:31:50,269 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:52:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.8337, loss: 1.8337 +2025-05-29 21:32:32,981 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:51:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8656, loss: 1.8656 +2025-05-29 21:33:15,734 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:50:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.9369, loss: 1.9369 +2025-05-29 21:33:58,475 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:49:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.9632, loss: 1.9632 +2025-05-29 21:34:41,188 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:49:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8811, loss: 1.8811 +2025-05-29 21:34:44,287 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-29 21:35:59,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:35:59,866 - pyskl - INFO - +top1_acc 0.8606 +top5_acc 0.9781 +2025-05-29 21:35:59,869 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8606, top5_acc: 0.9781 +2025-05-29 21:37:02,427 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:48:34, time: 0.626, data_time: 0.200, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8656, loss: 1.8656 +2025-05-29 21:37:45,008 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:47:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8075, loss: 1.8075 +2025-05-29 21:38:27,601 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:47:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.7556, loss: 1.7556 +2025-05-29 21:39:10,177 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:46:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.7962, loss: 1.7962 +2025-05-29 21:39:52,646 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:45:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6968, loss: 1.6968 +2025-05-29 21:40:35,190 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:44:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7630, loss: 1.7630 +2025-05-29 21:41:17,785 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:44:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6954, loss: 1.6954 +2025-05-29 21:42:00,453 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:43:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7625, loss: 1.7625 +2025-05-29 21:42:43,024 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:42:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8306, loss: 1.8306 +2025-05-29 21:43:25,823 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:41:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.7735, loss: 1.7735 +2025-05-29 21:44:08,472 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:41:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.8517, loss: 1.8517 +2025-05-29 21:44:51,241 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:40:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.8782, loss: 1.8782 +2025-05-29 21:45:33,945 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:39:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7297, loss: 1.7297 +2025-05-29 21:46:16,603 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:39:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.7845, loss: 1.7845 +2025-05-29 21:46:59,244 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:38:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7965, loss: 1.7965 +2025-05-29 21:47:41,762 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:37:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.8822, loss: 1.8822 +2025-05-29 21:48:24,318 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:36:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9447, loss: 1.9447 +2025-05-29 21:49:06,877 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:36:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8420, loss: 1.8420 +2025-05-29 21:49:49,390 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:35:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8083, loss: 1.8083 +2025-05-29 21:50:32,090 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:34:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7417, loss: 1.7417 +2025-05-29 21:51:14,610 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:33:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7984, loss: 1.7984 +2025-05-29 21:51:57,221 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:33:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9011, loss: 1.9011 +2025-05-29 21:52:39,825 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:32:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9106, loss: 1.9106 +2025-05-29 21:53:22,445 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:31:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8854, loss: 1.8854 +2025-05-29 21:54:05,093 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:31:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8844, loss: 1.8844 +2025-05-29 21:54:08,110 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-29 21:55:23,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:55:23,423 - pyskl - INFO - +top1_acc 0.8554 +top5_acc 0.9703 +2025-05-29 21:55:23,426 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8554, top5_acc: 0.9703 +2025-05-29 21:56:26,705 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:30:24, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.8487, loss: 1.8487 +2025-05-29 21:57:09,313 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:29:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.7718, loss: 1.7718 +2025-05-29 21:57:52,065 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:28:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7513, loss: 1.7513 +2025-05-29 21:58:34,828 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:28:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.8221, loss: 1.8221 +2025-05-29 21:59:17,521 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:27:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8393, loss: 1.8393 +2025-05-29 22:00:00,236 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:26:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7239, loss: 1.7239 +2025-05-29 22:00:42,927 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:26:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8280, loss: 1.8280 +2025-05-29 22:01:25,788 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:25:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7792, loss: 1.7792 +2025-05-29 22:02:08,351 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:24:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7348, loss: 1.7348 +2025-05-29 22:02:51,136 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:23:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.8103, loss: 1.8103 +2025-05-29 22:03:33,862 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:23:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7880, loss: 1.7880 +2025-05-29 22:04:16,722 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:22:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7607, loss: 1.7607 +2025-05-29 22:04:59,671 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.8934, loss: 1.8934 +2025-05-29 22:05:42,355 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:20:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7996, loss: 1.7996 +2025-05-29 22:06:25,011 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7821, loss: 1.7821 +2025-05-29 22:07:07,648 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:19:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7262, loss: 1.7262 +2025-05-29 22:07:50,305 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:18:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7214, loss: 1.7214 +2025-05-29 22:08:32,917 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:17:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7752, loss: 1.7752 +2025-05-29 22:09:15,549 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:17:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.8331, loss: 1.8331 +2025-05-29 22:09:58,151 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:16:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7159, loss: 1.7159 +2025-05-29 22:10:40,921 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:15:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7970, loss: 1.7970 +2025-05-29 22:11:23,564 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:15:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.8717, loss: 1.8717 +2025-05-29 22:12:06,250 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:14:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.8096, loss: 1.8096 +2025-05-29 22:12:48,845 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:13:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8615, loss: 1.8615 +2025-05-29 22:13:31,497 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:12:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8604, loss: 1.8604 +2025-05-29 22:13:34,556 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-29 22:14:50,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:14:50,433 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9778 +2025-05-29 22:14:50,484 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_99.pth was removed +2025-05-29 22:14:51,501 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-05-29 22:14:51,502 - pyskl - INFO - Best top1_acc is 0.8681 at 103 epoch. +2025-05-29 22:14:51,504 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8681, top5_acc: 0.9778 +2025-05-29 22:15:54,889 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:12:14, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6594, loss: 1.6594 +2025-05-29 22:16:37,573 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:11:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7431, loss: 1.7431 +2025-05-29 22:17:20,272 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:10:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.6954, loss: 1.6954 +2025-05-29 22:18:02,872 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:10:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7387, loss: 1.7387 +2025-05-29 22:18:45,525 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:09:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7510, loss: 1.7510 +2025-05-29 22:19:28,141 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:08:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7577, loss: 1.7577 +2025-05-29 22:20:10,801 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:07:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7903, loss: 1.7903 +2025-05-29 22:20:53,437 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:07:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7983, loss: 1.7983 +2025-05-29 22:21:36,188 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:06:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7930, loss: 1.7930 +2025-05-29 22:22:19,018 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:05:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.7430, loss: 1.7430 +2025-05-29 22:23:01,803 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:04:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.7791, loss: 1.7791 +2025-05-29 22:23:44,597 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:04:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7082, loss: 1.7082 +2025-05-29 22:24:27,230 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:03:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7637, loss: 1.7637 +2025-05-29 22:25:09,867 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:02:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7020, loss: 1.7020 +2025-05-29 22:25:52,521 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:02:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8223, loss: 1.8223 +2025-05-29 22:26:35,292 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:01:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8698, loss: 1.8698 +2025-05-29 22:27:18,051 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:00:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 1.9466, loss: 1.9466 +2025-05-29 22:28:00,756 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 13:59:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.8202, loss: 1.8202 +2025-05-29 22:28:43,460 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 13:59:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.8362, loss: 1.8362 +2025-05-29 22:29:26,126 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 13:58:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7878, loss: 1.7878 +2025-05-29 22:30:08,792 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 13:57:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.7877, loss: 1.7877 +2025-05-29 22:30:51,453 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 13:56:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7552, loss: 1.7552 +2025-05-29 22:31:34,186 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:56:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7063, loss: 1.7063 +2025-05-29 22:32:16,846 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:55:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8384, loss: 1.8384 +2025-05-29 22:32:59,525 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:54:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.8141, loss: 1.8141 +2025-05-29 22:33:02,649 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-29 22:34:18,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:34:18,298 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9769 +2025-05-29 22:34:18,301 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8635, top5_acc: 0.9769 +2025-05-29 22:35:21,745 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:54:05, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.7823, loss: 1.7823 +2025-05-29 22:36:04,300 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:53:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7323, loss: 1.7323 +2025-05-29 22:36:46,938 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:52:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7316, loss: 1.7316 +2025-05-29 22:37:29,444 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:51:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7094, loss: 1.7094 +2025-05-29 22:38:11,965 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:51:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2025-05-29 22:38:54,662 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:50:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7356, loss: 1.7356 +2025-05-29 22:39:37,284 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:49:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6885, loss: 1.6885 +2025-05-29 22:40:19,980 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:48:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6793, loss: 1.6793 +2025-05-29 22:41:02,629 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:48:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7800, loss: 1.7800 +2025-05-29 22:41:45,260 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:47:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7483, loss: 1.7483 +2025-05-29 22:42:28,135 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:46:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7272, loss: 1.7272 +2025-05-29 22:43:10,864 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:46:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8729, loss: 1.8729 +2025-05-29 22:43:53,649 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:45:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8117, loss: 1.8117 +2025-05-29 22:44:36,475 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:44:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7626, loss: 1.7626 +2025-05-29 22:45:19,344 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:43:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8687, loss: 1.8687 +2025-05-29 22:46:02,311 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:43:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.8305, loss: 1.8305 +2025-05-29 22:46:45,012 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:42:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8294, loss: 1.8294 +2025-05-29 22:47:27,651 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:41:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8425, loss: 1.8425 +2025-05-29 22:48:10,214 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:40:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7578, loss: 1.7578 +2025-05-29 22:48:52,778 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:40:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.8247, loss: 1.8247 +2025-05-29 22:49:35,462 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:39:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.7280, loss: 1.7280 +2025-05-29 22:50:17,925 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:38:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7747, loss: 1.7747 +2025-05-29 22:51:00,593 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:38:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.7983, loss: 1.7983 +2025-05-29 22:51:43,199 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:37:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8364, loss: 1.8364 +2025-05-29 22:52:25,779 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:36:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7928, loss: 1.7928 +2025-05-29 22:52:28,837 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-29 23:01:42,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:01:42,292 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9741 +2025-05-29 23:01:42,295 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8510, top5_acc: 0.9741 +2025-05-29 23:02:46,533 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:35:56, time: 0.642, data_time: 0.215, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.6540, loss: 1.6540 +2025-05-29 23:03:29,428 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:35:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6458, loss: 1.6458 +2025-05-29 23:04:12,377 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:34:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6104, loss: 1.6104 +2025-05-29 23:04:55,141 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:33:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7443, loss: 1.7443 +2025-05-29 23:05:37,830 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:33:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.7156, loss: 1.7156 +2025-05-29 23:06:20,409 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:32:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7672, loss: 1.7672 +2025-05-29 23:07:02,998 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:31:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7173, loss: 1.7173 +2025-05-29 23:07:45,705 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:30:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7231, loss: 1.7231 +2025-05-29 23:08:28,450 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:30:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7620, loss: 1.7620 +2025-05-29 23:09:11,231 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:29:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6788, loss: 1.6788 +2025-05-29 23:09:54,115 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:28:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6932, loss: 1.6932 +2025-05-29 23:10:36,802 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:27:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7190, loss: 1.7190 +2025-05-29 23:11:19,520 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:27:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7624, loss: 1.7624 +2025-05-29 23:12:02,236 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:26:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7404, loss: 1.7404 +2025-05-29 23:12:45,084 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:25:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7338, loss: 1.7338 +2025-05-29 23:13:27,925 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:25:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7512, loss: 1.7512 +2025-05-29 23:14:10,821 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:24:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7333, loss: 1.7333 +2025-05-29 23:14:53,624 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:23:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7581, loss: 1.7581 +2025-05-29 23:15:36,405 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7599, loss: 1.7599 +2025-05-29 23:16:19,281 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:22:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.7770, loss: 1.7770 +2025-05-29 23:17:02,115 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:21:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7665, loss: 1.7665 +2025-05-29 23:17:44,882 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:20:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 1.8021, loss: 1.8021 +2025-05-29 23:18:27,893 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:19:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.8045, loss: 1.8045 +2025-05-29 23:19:10,859 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:19:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.7878, loss: 1.7878 +2025-05-29 23:19:53,826 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:18:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8177, loss: 1.8177 +2025-05-29 23:19:56,939 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-29 23:21:12,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:21:12,805 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9779 +2025-05-29 23:21:12,807 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8630, top5_acc: 0.9779 +2025-05-29 23:22:15,475 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:17:48, time: 0.627, data_time: 0.201, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7595, loss: 1.7595 +2025-05-29 23:22:58,121 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:17:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.6987, loss: 1.6987 +2025-05-29 23:23:40,726 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:16:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6651, loss: 1.6651 +2025-05-29 23:24:23,365 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:15:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5858, loss: 1.5858 +2025-05-29 23:25:06,041 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:14:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.6782, loss: 1.6782 +2025-05-29 23:25:48,616 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:14:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7424, loss: 1.7424 +2025-05-29 23:26:31,028 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:13:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6894, loss: 1.6894 +2025-05-29 23:27:13,648 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:12:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6931, loss: 1.6931 +2025-05-29 23:27:55,997 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:11:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7417, loss: 1.7417 +2025-05-29 23:28:38,543 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:11:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6478, loss: 1.6478 +2025-05-29 23:29:21,179 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:10:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5714, loss: 1.5714 +2025-05-29 23:30:03,758 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:09:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.7022, loss: 1.7022 +2025-05-29 23:30:46,272 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:09:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7521, loss: 1.7521 +2025-05-29 23:31:28,933 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:08:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7137, loss: 1.7137 +2025-05-29 23:32:11,589 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7077, loss: 1.7077 +2025-05-29 23:32:54,322 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:06:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7190, loss: 1.7190 +2025-05-29 23:33:37,124 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:06:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7258, loss: 1.7258 +2025-05-29 23:34:20,001 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:05:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7762, loss: 1.7762 +2025-05-29 23:35:02,790 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:04:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6792, loss: 1.6792 +2025-05-29 23:35:45,275 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:03:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7479, loss: 1.7479 +2025-05-29 23:36:28,118 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:03:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7153, loss: 1.7153 +2025-05-29 23:37:10,697 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:02:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7070, loss: 1.7070 +2025-05-29 23:37:53,336 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:01:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6582, loss: 1.6582 +2025-05-29 23:38:36,028 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:01:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6840, loss: 1.6840 +2025-05-29 23:39:18,754 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:00:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7238, loss: 1.7238 +2025-05-29 23:39:21,868 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-29 23:40:37,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:40:37,494 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9803 +2025-05-29 23:40:37,552 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_103.pth was removed +2025-05-29 23:40:38,619 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-05-29 23:40:38,620 - pyskl - INFO - Best top1_acc is 0.8724 at 107 epoch. +2025-05-29 23:40:38,623 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8724, top5_acc: 0.9803 +2025-05-29 23:41:41,879 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 12:59:38, time: 0.633, data_time: 0.208, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7010, loss: 1.7010 +2025-05-29 23:42:24,135 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 12:58:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6721, loss: 1.6721 +2025-05-29 23:43:06,837 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 12:58:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7202, loss: 1.7202 +2025-05-29 23:43:49,619 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 12:57:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6629, loss: 1.6629 +2025-05-29 23:44:32,330 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:56:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7572, loss: 1.7572 +2025-05-29 23:45:14,943 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:55:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6016, loss: 1.6016 +2025-05-29 23:45:57,594 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:55:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7245, loss: 1.7245 +2025-05-29 23:46:40,267 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:54:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6214, loss: 1.6214 +2025-05-29 23:47:22,952 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:53:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6381, loss: 1.6381 +2025-05-29 23:48:05,611 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:53:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7102, loss: 1.7102 +2025-05-29 23:48:48,401 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:52:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7000, loss: 1.7000 +2025-05-29 23:49:31,256 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:51:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7032, loss: 1.7032 +2025-05-29 23:50:14,201 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:50:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7477, loss: 1.7477 +2025-05-29 23:50:56,997 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:50:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.7273, loss: 1.7273 +2025-05-29 23:51:39,600 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:49:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 1.7071, loss: 1.7071 +2025-05-29 23:52:22,221 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:48:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7265, loss: 1.7265 +2025-05-29 23:53:04,855 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:47:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.7290, loss: 1.7290 +2025-05-29 23:53:47,448 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:47:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6070, loss: 1.6070 +2025-05-29 23:54:30,071 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:46:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5999, loss: 1.5999 +2025-05-29 23:55:12,643 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:45:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7635, loss: 1.7635 +2025-05-29 23:55:55,245 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:45:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7278, loss: 1.7278 +2025-05-29 23:56:37,885 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:44:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7007, loss: 1.7007 +2025-05-29 23:57:20,472 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:43:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6972, loss: 1.6972 +2025-05-29 23:58:03,108 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:42:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6970, loss: 1.6970 +2025-05-29 23:58:45,723 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:42:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7937, loss: 1.7937 +2025-05-29 23:58:48,762 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-30 00:00:04,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:00:04,219 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9779 +2025-05-30 00:00:04,221 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8628, top5_acc: 0.9779 +2025-05-30 00:01:07,802 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:41:28, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5976, loss: 1.5976 +2025-05-30 00:01:50,567 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:40:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4960, loss: 1.4960 +2025-05-30 00:02:33,232 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:40:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6044, loss: 1.6044 +2025-05-30 00:03:15,791 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:39:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6439, loss: 1.6439 +2025-05-30 00:03:58,441 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:38:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6085, loss: 1.6085 +2025-05-30 00:04:41,179 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:37:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6110, loss: 1.6110 +2025-05-30 00:05:23,888 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:37:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5716, loss: 1.5716 +2025-05-30 00:06:06,502 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:36:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5997, loss: 1.5997 +2025-05-30 00:06:49,183 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:35:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6801, loss: 1.6801 +2025-05-30 00:07:31,860 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:34:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6888, loss: 1.6888 +2025-05-30 00:08:14,466 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:34:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6537, loss: 1.6537 +2025-05-30 00:08:57,422 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:33:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6351, loss: 1.6351 +2025-05-30 00:09:40,170 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:32:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.6470, loss: 1.6470 +2025-05-30 00:10:22,807 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:32:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.6449, loss: 1.6449 +2025-05-30 00:11:05,427 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:31:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7206, loss: 1.7206 +2025-05-30 00:11:48,060 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:30:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7001, loss: 1.7001 +2025-05-30 00:12:30,700 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:29:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7203, loss: 1.7203 +2025-05-30 00:13:13,438 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:29:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6915, loss: 1.6915 +2025-05-30 00:13:56,154 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7845, loss: 1.7845 +2025-05-30 00:14:38,831 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:27:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6207, loss: 1.6207 +2025-05-30 00:15:21,461 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:26:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6672, loss: 1.6672 +2025-05-30 00:16:04,099 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:26:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.7453, loss: 1.7453 +2025-05-30 00:16:46,868 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:25:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7498, loss: 1.7498 +2025-05-30 00:17:29,527 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:24:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6972, loss: 1.6972 +2025-05-30 00:18:12,239 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:23:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7362, loss: 1.7362 +2025-05-30 00:18:15,313 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-30 00:19:30,765 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:19:30,835 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9812 +2025-05-30 00:19:30,888 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_107.pth was removed +2025-05-30 00:19:31,892 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-05-30 00:19:31,893 - pyskl - INFO - Best top1_acc is 0.8790 at 109 epoch. +2025-05-30 00:19:31,896 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8790, top5_acc: 0.9812 +2025-05-30 00:20:35,242 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:23:19, time: 0.633, data_time: 0.208, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6582, loss: 1.6582 +2025-05-30 00:21:17,805 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:22:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6567, loss: 1.6567 +2025-05-30 00:22:00,235 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:21:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5657, loss: 1.5657 +2025-05-30 00:22:42,737 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:21:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5620, loss: 1.5620 +2025-05-30 00:23:25,271 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:20:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-05-30 00:24:07,870 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:19:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.6346, loss: 1.6346 +2025-05-30 00:24:50,435 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:18:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6660, loss: 1.6660 +2025-05-30 00:25:33,008 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:18:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5959, loss: 1.5959 +2025-05-30 00:26:15,633 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:17:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.6449, loss: 1.6449 +2025-05-30 00:26:58,401 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:16:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6216, loss: 1.6216 +2025-05-30 00:27:41,052 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:16:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5078, loss: 1.5078 +2025-05-30 00:28:23,856 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:15:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6433, loss: 1.6433 +2025-05-30 00:29:06,799 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:14:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5282, loss: 1.5282 +2025-05-30 00:29:49,741 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:13:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6305, loss: 1.6305 +2025-05-30 00:30:32,530 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:13:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6404, loss: 1.6404 +2025-05-30 00:31:15,135 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:12:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7430, loss: 1.7430 +2025-05-30 00:31:57,627 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:11:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5584, loss: 1.5584 +2025-05-30 00:32:40,189 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:10:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6335, loss: 1.6335 +2025-05-30 00:33:22,853 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:10:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6634, loss: 1.6634 +2025-05-30 00:34:05,512 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:09:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6458, loss: 1.6458 +2025-05-30 00:34:48,199 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:08:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6588, loss: 1.6588 +2025-05-30 00:35:30,851 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:08:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6373, loss: 1.6373 +2025-05-30 00:36:13,508 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:07:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6337, loss: 1.6337 +2025-05-30 00:36:56,107 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:06:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6444, loss: 1.6444 +2025-05-30 00:37:38,815 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:05:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.6238, loss: 1.6238 +2025-05-30 00:37:41,874 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-30 00:46:46,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:46:46,533 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9775 +2025-05-30 00:46:46,536 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8687, top5_acc: 0.9775 +2025-05-30 00:47:49,635 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:05:09, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6054, loss: 1.6054 +2025-05-30 00:48:32,426 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:04:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5276, loss: 1.5276 +2025-05-30 00:49:15,101 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:03:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6192, loss: 1.6192 +2025-05-30 00:49:57,704 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:02:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6187, loss: 1.6187 +2025-05-30 00:50:40,457 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:02:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5564, loss: 1.5564 +2025-05-30 00:51:23,084 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:01:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4983, loss: 1.4983 +2025-05-30 00:52:05,685 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:00:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5376, loss: 1.5376 +2025-05-30 00:52:48,508 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:00:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.5675, loss: 1.5675 +2025-05-30 00:53:31,496 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 11:59:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-05-30 00:54:14,378 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 11:58:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6432, loss: 1.6432 +2025-05-30 00:54:57,256 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 11:57:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6164, loss: 1.6164 +2025-05-30 00:55:40,016 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 11:57:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6837, loss: 1.6837 +2025-05-30 00:56:22,705 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:56:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5328, loss: 1.5328 +2025-05-30 00:57:05,432 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:55:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5964, loss: 1.5964 +2025-05-30 00:57:48,138 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:54:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5518, loss: 1.5518 +2025-05-30 00:58:30,798 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:54:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.5804, loss: 1.5804 +2025-05-30 00:59:13,549 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:53:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6851, loss: 1.6851 +2025-05-30 00:59:56,242 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:52:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-05-30 01:00:38,961 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:52:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5778, loss: 1.5778 +2025-05-30 01:01:21,667 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:51:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6217, loss: 1.6217 +2025-05-30 01:02:04,372 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:50:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6747, loss: 1.6747 +2025-05-30 01:02:47,065 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:49:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6057, loss: 1.6057 +2025-05-30 01:03:29,743 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:49:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6695, loss: 1.6695 +2025-05-30 01:04:12,435 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:48:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.7152, loss: 1.7152 +2025-05-30 01:04:55,059 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:47:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.6580, loss: 1.6580 +2025-05-30 01:04:58,154 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-30 01:06:13,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:06:13,503 - pyskl - INFO - +top1_acc 0.8733 +top5_acc 0.9774 +2025-05-30 01:06:13,505 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8733, top5_acc: 0.9774 +2025-05-30 01:07:17,060 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:47:01, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5781, loss: 1.5781 +2025-05-30 01:07:59,994 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:46:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6017, loss: 1.6017 +2025-05-30 01:08:42,642 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:45:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6326, loss: 1.6326 +2025-05-30 01:09:25,317 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:44:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4925, loss: 1.4925 +2025-05-30 01:10:07,924 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:44:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6069, loss: 1.6069 +2025-05-30 01:10:50,569 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:43:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5967, loss: 1.5967 +2025-05-30 01:11:33,201 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:42:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.5669, loss: 1.5669 +2025-05-30 01:12:16,123 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:41:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5683, loss: 1.5683 +2025-05-30 01:12:58,788 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:41:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5461, loss: 1.5461 +2025-05-30 01:13:41,590 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:40:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5548, loss: 1.5548 +2025-05-30 01:14:24,365 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:39:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.6722, loss: 1.6722 +2025-05-30 01:15:06,986 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:39:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6766, loss: 1.6766 +2025-05-30 01:15:49,624 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:38:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5352, loss: 1.5352 +2025-05-30 01:16:32,344 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:37:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5694, loss: 1.5694 +2025-05-30 01:17:15,007 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5853, loss: 1.5853 +2025-05-30 01:17:57,679 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:36:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6245, loss: 1.6245 +2025-05-30 01:18:40,291 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:35:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6331, loss: 1.6331 +2025-05-30 01:19:23,028 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:34:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6259, loss: 1.6259 +2025-05-30 01:20:05,741 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:33:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5799, loss: 1.5799 +2025-05-30 01:20:48,467 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:33:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5155, loss: 1.5155 +2025-05-30 01:21:31,196 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:32:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5904, loss: 1.5904 +2025-05-30 01:22:13,916 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:31:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5778, loss: 1.5778 +2025-05-30 01:22:56,609 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:30:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6673, loss: 1.6673 +2025-05-30 01:23:39,396 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6092, loss: 1.6092 +2025-05-30 01:24:22,146 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:29:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6060, loss: 1.6060 +2025-05-30 01:24:25,226 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-30 01:25:40,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:25:40,675 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9818 +2025-05-30 01:25:40,677 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8786, top5_acc: 0.9818 +2025-05-30 01:26:43,986 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:28:52, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4575, loss: 1.4575 +2025-05-30 01:27:26,857 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:28:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-05-30 01:28:09,717 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:27:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5444, loss: 1.5444 +2025-05-30 01:28:52,568 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:26:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4998, loss: 1.4998 +2025-05-30 01:29:35,352 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:25:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5475, loss: 1.5475 +2025-05-30 01:30:18,069 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:25:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5010, loss: 1.5010 +2025-05-30 01:31:00,768 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:24:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5179, loss: 1.5179 +2025-05-30 01:31:43,461 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5840, loss: 1.5840 +2025-05-30 01:32:26,194 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:23:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.5522, loss: 1.5522 +2025-05-30 01:33:08,900 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:22:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6541, loss: 1.6541 +2025-05-30 01:33:51,567 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:21:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.5895, loss: 1.5895 +2025-05-30 01:34:34,317 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:20:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6525, loss: 1.6525 +2025-05-30 01:35:16,965 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:20:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6524, loss: 1.6524 +2025-05-30 01:35:59,665 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:19:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5084, loss: 1.5084 +2025-05-30 01:36:42,339 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4822, loss: 1.4822 +2025-05-30 01:37:25,015 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:17:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5567, loss: 1.5567 +2025-05-30 01:38:07,785 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:17:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6191, loss: 1.6191 +2025-05-30 01:38:50,472 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:16:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6449, loss: 1.6449 +2025-05-30 01:39:33,268 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:15:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6684, loss: 1.6684 +2025-05-30 01:40:16,032 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:15:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6222, loss: 1.6222 +2025-05-30 01:40:58,655 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:14:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5479, loss: 1.5479 +2025-05-30 01:41:41,382 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:13:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6823, loss: 1.6823 +2025-05-30 01:42:24,158 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5572, loss: 1.5572 +2025-05-30 01:43:06,799 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:12:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6459, loss: 1.6459 +2025-05-30 01:43:49,398 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:11:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5311, loss: 1.5311 +2025-05-30 01:43:52,440 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-30 01:45:07,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:45:08,014 - pyskl - INFO - +top1_acc 0.8792 +top5_acc 0.9807 +2025-05-30 01:45:08,070 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_109.pth was removed +2025-05-30 01:45:09,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-30 01:45:09,149 - pyskl - INFO - Best top1_acc is 0.8792 at 113 epoch. +2025-05-30 01:45:09,152 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8792, top5_acc: 0.9807 +2025-05-30 01:46:12,680 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:10:43, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5192, loss: 1.5192 +2025-05-30 01:46:55,338 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:09:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5238, loss: 1.5238 +2025-05-30 01:47:38,048 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:09:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4864, loss: 1.4864 +2025-05-30 01:48:20,647 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:08:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4999, loss: 1.4999 +2025-05-30 01:49:03,285 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:07:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-05-30 01:49:45,976 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:07:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5189, loss: 1.5189 +2025-05-30 01:50:28,657 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:06:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5713, loss: 1.5713 +2025-05-30 01:51:11,297 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:05:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5173, loss: 1.5173 +2025-05-30 01:51:53,912 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:04:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.5427, loss: 1.5427 +2025-05-30 01:52:36,612 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:04:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.5268, loss: 1.5268 +2025-05-30 01:53:19,237 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:03:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5442, loss: 1.5442 +2025-05-30 01:54:01,909 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:02:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5848, loss: 1.5848 +2025-05-30 01:54:44,672 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:01:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.6271, loss: 1.6271 +2025-05-30 01:55:27,377 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:01:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5385, loss: 1.5385 +2025-05-30 01:56:10,035 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:00:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5615, loss: 1.5615 +2025-05-30 01:56:52,724 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 10:59:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5171, loss: 1.5171 +2025-05-30 01:57:35,400 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 10:59:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6017, loss: 1.6017 +2025-05-30 01:58:18,109 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 10:58:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5143, loss: 1.5143 +2025-05-30 01:59:00,779 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 10:57:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.5875, loss: 1.5875 +2025-05-30 01:59:43,497 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:56:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6210, loss: 1.6210 +2025-05-30 02:00:26,157 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:56:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5418, loss: 1.5418 +2025-05-30 02:01:08,827 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:55:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.5764, loss: 1.5764 +2025-05-30 02:01:51,520 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:54:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.6147, loss: 1.6147 +2025-05-30 02:02:34,106 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:53:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6017, loss: 1.6017 +2025-05-30 02:03:16,688 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:53:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5853, loss: 1.5853 +2025-05-30 02:03:19,802 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-30 02:04:35,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:04:35,417 - pyskl - INFO - +top1_acc 0.8820 +top5_acc 0.9816 +2025-05-30 02:04:35,475 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_113.pth was removed +2025-05-30 02:04:36,553 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-05-30 02:04:36,554 - pyskl - INFO - Best top1_acc is 0.8820 at 114 epoch. +2025-05-30 02:04:36,557 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8820, top5_acc: 0.9816 +2025-05-30 02:05:40,170 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:52:34, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4868, loss: 1.4868 +2025-05-30 02:06:22,976 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:51:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4799, loss: 1.4799 +2025-05-30 02:07:05,708 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:51:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4953, loss: 1.4953 +2025-05-30 02:07:48,513 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:50:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5208, loss: 1.5208 +2025-05-30 02:08:31,269 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:49:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5689, loss: 1.5689 +2025-05-30 02:09:14,081 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:48:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5518, loss: 1.5518 +2025-05-30 02:09:56,841 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:48:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5442, loss: 1.5442 +2025-05-30 02:10:39,620 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:47:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4536, loss: 1.4536 +2025-05-30 02:11:22,453 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:46:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4454, loss: 1.4454 +2025-05-30 02:12:04,962 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:46:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5444, loss: 1.5444 +2025-05-30 02:12:47,866 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:45:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-05-30 02:13:30,808 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:44:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5492, loss: 1.5492 +2025-05-30 02:14:13,501 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:43:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5073, loss: 1.5073 +2025-05-30 02:14:56,399 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:43:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4746, loss: 1.4746 +2025-05-30 02:15:39,247 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:42:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4427, loss: 1.4427 +2025-05-30 02:16:22,166 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:41:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5810, loss: 1.5810 +2025-05-30 02:17:04,872 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:40:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.5964, loss: 1.5964 +2025-05-30 02:17:47,496 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:40:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5028, loss: 1.5028 +2025-05-30 02:18:30,109 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:39:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5054, loss: 1.5054 +2025-05-30 02:19:12,751 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:38:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5417, loss: 1.5417 +2025-05-30 02:19:55,365 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:38:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4420, loss: 1.4420 +2025-05-30 02:20:38,073 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:37:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4906, loss: 1.4906 +2025-05-30 02:21:20,643 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:36:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5784, loss: 1.5784 +2025-05-30 02:22:03,288 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:35:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5488, loss: 1.5488 +2025-05-30 02:22:45,925 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:35:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5476, loss: 1.5476 +2025-05-30 02:22:49,012 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-30 02:31:52,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:31:52,460 - pyskl - INFO - +top1_acc 0.8714 +top5_acc 0.9783 +2025-05-30 02:31:52,463 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8714, top5_acc: 0.9783 +2025-05-30 02:32:55,415 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:34:25, time: 0.629, data_time: 0.205, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4836, loss: 1.4836 +2025-05-30 02:33:37,981 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:33:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.4717, loss: 1.4717 +2025-05-30 02:34:20,594 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:32:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4474, loss: 1.4474 +2025-05-30 02:35:03,165 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:32:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5226, loss: 1.5226 +2025-05-30 02:35:45,700 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:31:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4475, loss: 1.4475 +2025-05-30 02:36:28,126 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:30:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4557, loss: 1.4557 +2025-05-30 02:37:10,694 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:30:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5006, loss: 1.5006 +2025-05-30 02:37:53,345 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-05-30 02:38:35,999 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:28:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4238, loss: 1.4238 +2025-05-30 02:39:18,717 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:27:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4533, loss: 1.4533 +2025-05-30 02:40:01,460 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:27:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4582, loss: 1.4582 +2025-05-30 02:40:44,176 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:26:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5587, loss: 1.5587 +2025-05-30 02:41:26,892 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:25:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4286, loss: 1.4286 +2025-05-30 02:42:09,633 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:24:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-30 02:42:52,349 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:24:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.5273, loss: 1.5273 +2025-05-30 02:43:35,049 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:23:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6309, loss: 1.6309 +2025-05-30 02:44:17,811 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:22:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5337, loss: 1.5337 +2025-05-30 02:45:00,553 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:22:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4133, loss: 1.4133 +2025-05-30 02:45:43,341 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:21:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4868, loss: 1.4868 +2025-05-30 02:46:26,149 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:20:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5726, loss: 1.5726 +2025-05-30 02:47:08,922 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:19:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4832, loss: 1.4832 +2025-05-30 02:47:51,569 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:19:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.4873, loss: 1.4873 +2025-05-30 02:48:34,276 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:18:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-05-30 02:49:16,997 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4491, loss: 1.4491 +2025-05-30 02:49:59,756 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:16:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4427, loss: 1.4427 +2025-05-30 02:50:02,861 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-30 02:51:18,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:51:18,513 - pyskl - INFO - +top1_acc 0.8848 +top5_acc 0.9827 +2025-05-30 02:51:18,564 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_114.pth was removed +2025-05-30 02:51:19,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-05-30 02:51:19,579 - pyskl - INFO - Best top1_acc is 0.8848 at 116 epoch. +2025-05-30 02:51:19,581 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8848, top5_acc: 0.9827 +2025-05-30 02:52:22,774 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:16:15, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-05-30 02:53:05,533 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:15:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-30 02:53:48,285 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:14:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3475, loss: 1.3475 +2025-05-30 02:54:30,938 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:14:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-05-30 02:55:13,598 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:13:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3606, loss: 1.3606 +2025-05-30 02:55:56,256 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:12:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4909, loss: 1.4909 +2025-05-30 02:56:39,009 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:11:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5097, loss: 1.5097 +2025-05-30 02:57:21,621 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:11:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4619, loss: 1.4619 +2025-05-30 02:58:04,248 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:10:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4605, loss: 1.4605 +2025-05-30 02:58:46,921 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:09:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4750, loss: 1.4750 +2025-05-30 02:59:29,513 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:08:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4657, loss: 1.4657 +2025-05-30 03:00:12,118 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:08:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4119, loss: 1.4119 +2025-05-30 03:00:54,625 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:07:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5092, loss: 1.5092 +2025-05-30 03:01:37,426 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:06:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4723, loss: 1.4723 +2025-05-30 03:02:20,302 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:06:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-30 03:03:02,750 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:05:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-30 03:03:45,382 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:04:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4262, loss: 1.4262 +2025-05-30 03:04:27,828 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:03:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3924, loss: 1.3924 +2025-05-30 03:05:10,426 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:03:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4778, loss: 1.4778 +2025-05-30 03:05:53,132 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:02:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4792, loss: 1.4792 +2025-05-30 03:06:35,747 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:01:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4329, loss: 1.4329 +2025-05-30 03:07:18,441 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:00:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-05-30 03:08:01,116 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:00:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5412, loss: 1.5412 +2025-05-30 03:08:44,005 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 9:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5066, loss: 1.5066 +2025-05-30 03:09:26,922 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 9:58:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4746, loss: 1.4746 +2025-05-30 03:09:30,045 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-30 03:10:45,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:10:45,545 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9830 +2025-05-30 03:10:45,548 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8826, top5_acc: 0.9830 +2025-05-30 03:11:49,428 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 9:58:06, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3993, loss: 1.3993 +2025-05-30 03:12:32,215 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:57:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3417, loss: 1.3417 +2025-05-30 03:13:14,993 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:56:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-05-30 03:13:57,721 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:55:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4716, loss: 1.4716 +2025-05-30 03:14:40,437 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:55:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-05-30 03:15:23,151 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:54:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3712, loss: 1.3712 +2025-05-30 03:16:05,817 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:53:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3644, loss: 1.3644 +2025-05-30 03:16:48,533 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:53:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3850, loss: 1.3850 +2025-05-30 03:17:31,225 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:52:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4896, loss: 1.4896 +2025-05-30 03:18:13,994 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:51:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-05-30 03:18:56,640 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:50:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3764, loss: 1.3764 +2025-05-30 03:19:39,508 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:50:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4628, loss: 1.4628 +2025-05-30 03:20:22,133 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:49:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4524, loss: 1.4524 +2025-05-30 03:21:04,792 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:48:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4197, loss: 1.4197 +2025-05-30 03:21:47,368 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:47:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-05-30 03:22:30,044 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:47:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4619, loss: 1.4619 +2025-05-30 03:23:12,554 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:46:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3618, loss: 1.3618 +2025-05-30 03:23:55,196 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:45:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3816, loss: 1.3816 +2025-05-30 03:24:37,916 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:45:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4093, loss: 1.4093 +2025-05-30 03:25:20,683 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:44:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3824, loss: 1.3824 +2025-05-30 03:26:03,395 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:43:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4596, loss: 1.4596 +2025-05-30 03:26:46,149 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:42:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4663, loss: 1.4663 +2025-05-30 03:27:28,882 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:42:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4850, loss: 1.4850 +2025-05-30 03:28:11,555 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4560, loss: 1.4560 +2025-05-30 03:28:54,235 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:40:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3971, loss: 1.3971 +2025-05-30 03:28:57,303 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-30 03:30:12,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:30:12,876 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9820 +2025-05-30 03:30:12,931 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_116.pth was removed +2025-05-30 03:30:13,996 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-30 03:30:13,997 - pyskl - INFO - Best top1_acc is 0.8912 at 118 epoch. +2025-05-30 03:30:14,000 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8912, top5_acc: 0.9820 +2025-05-30 03:31:18,086 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:39:58, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3931, loss: 1.3931 +2025-05-30 03:32:00,841 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:39:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-05-30 03:32:43,402 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:38:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4144, loss: 1.4144 +2025-05-30 03:33:26,031 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:37:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3453, loss: 1.3453 +2025-05-30 03:34:08,604 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:37:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-05-30 03:34:51,282 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:36:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3699, loss: 1.3699 +2025-05-30 03:35:33,877 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:35:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3590, loss: 1.3590 +2025-05-30 03:36:16,667 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:34:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3749, loss: 1.3749 +2025-05-30 03:36:59,380 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:34:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-05-30 03:37:42,160 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:33:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4061, loss: 1.4061 +2025-05-30 03:38:24,782 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:32:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-05-30 03:39:07,544 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:31:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3888, loss: 1.3888 +2025-05-30 03:39:50,249 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:31:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4343, loss: 1.4343 +2025-05-30 03:40:33,035 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:30:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-05-30 03:41:15,605 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:29:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3938, loss: 1.3938 +2025-05-30 03:41:58,357 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:29:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3880, loss: 1.3880 +2025-05-30 03:42:41,633 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:28:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3455, loss: 1.3455 +2025-05-30 03:43:24,500 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:27:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-30 03:44:07,179 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:26:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3465, loss: 1.3465 +2025-05-30 03:44:49,918 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:26:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4148, loss: 1.4148 +2025-05-30 03:45:32,691 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:25:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3778, loss: 1.3778 +2025-05-30 03:46:15,570 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:24:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-05-30 03:46:58,357 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:23:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4468, loss: 1.4468 +2025-05-30 03:47:40,943 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:23:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 +2025-05-30 03:48:23,552 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:22:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4803, loss: 1.4803 +2025-05-30 03:48:26,633 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-30 03:49:42,226 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:49:42,296 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9817 +2025-05-30 03:49:42,299 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8768, top5_acc: 0.9817 +2025-05-30 03:50:45,819 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:21:49, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4338, loss: 1.4338 +2025-05-30 03:51:28,592 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:21:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3205, loss: 1.3205 +2025-05-30 03:52:11,243 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:20:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3739, loss: 1.3739 +2025-05-30 03:52:53,897 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:19:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3994, loss: 1.3994 +2025-05-30 03:53:36,592 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:18:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3718, loss: 1.3718 +2025-05-30 03:54:19,176 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:18:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-05-30 03:55:01,882 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:17:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3775, loss: 1.3775 +2025-05-30 03:55:44,659 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:16:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3206, loss: 1.3206 +2025-05-30 03:56:27,386 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:16:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3440, loss: 1.3440 +2025-05-30 03:57:10,072 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:15:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3500, loss: 1.3500 +2025-05-30 03:57:52,617 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:14:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4316, loss: 1.4316 +2025-05-30 03:58:35,269 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:13:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4271, loss: 1.4271 +2025-05-30 03:59:17,811 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:13:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4155, loss: 1.4155 +2025-05-30 04:00:00,446 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:12:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3815, loss: 1.3815 +2025-05-30 04:00:43,072 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:11:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3844, loss: 1.3844 +2025-05-30 04:01:25,675 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:10:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3496, loss: 1.3496 +2025-05-30 04:02:08,386 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:10:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4532, loss: 1.4532 +2025-05-30 04:02:50,910 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:09:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3398, loss: 1.3398 +2025-05-30 04:03:33,488 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:08:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-05-30 04:04:16,052 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:08:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3750, loss: 1.3750 +2025-05-30 04:04:58,727 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:07:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4107, loss: 1.4107 +2025-05-30 04:05:41,311 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:06:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4337, loss: 1.4337 +2025-05-30 04:06:23,934 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:05:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4394, loss: 1.4394 +2025-05-30 04:07:06,532 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:05:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4076, loss: 1.4076 +2025-05-30 04:07:49,098 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:04:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.3970, loss: 1.3970 +2025-05-30 04:07:52,141 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-30 04:16:40,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:16:40,640 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9821 +2025-05-30 04:16:40,642 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8900, top5_acc: 0.9821 +2025-05-30 04:17:43,513 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:03:39, time: 0.629, data_time: 0.203, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3293, loss: 1.3293 +2025-05-30 04:18:26,109 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:02:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-05-30 04:19:08,771 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:02:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 +2025-05-30 04:19:51,384 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:01:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2760, loss: 1.2760 +2025-05-30 04:20:34,173 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:00:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 +2025-05-30 04:21:16,913 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:00:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4036, loss: 1.4036 +2025-05-30 04:21:59,568 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 8:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3341, loss: 1.3341 +2025-05-30 04:22:42,154 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 8:58:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-05-30 04:23:24,836 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 8:57:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-05-30 04:24:07,512 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:57:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3645, loss: 1.3645 +2025-05-30 04:24:50,283 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:56:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3444, loss: 1.3444 +2025-05-30 04:25:33,012 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:55:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3313, loss: 1.3313 +2025-05-30 04:26:15,608 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:54:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3523, loss: 1.3523 +2025-05-30 04:26:58,328 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:54:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3631, loss: 1.3631 +2025-05-30 04:27:41,067 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:53:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3766, loss: 1.3766 +2025-05-30 04:28:23,834 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:52:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3518, loss: 1.3518 +2025-05-30 04:29:06,664 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:52:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3405, loss: 1.3405 +2025-05-30 04:29:49,667 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:51:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3989, loss: 1.3989 +2025-05-30 04:30:32,690 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:50:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3707, loss: 1.3707 +2025-05-30 04:31:15,428 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:49:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4048, loss: 1.4048 +2025-05-30 04:31:58,152 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:49:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3560, loss: 1.3560 +2025-05-30 04:32:40,925 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:48:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3341, loss: 1.3341 +2025-05-30 04:33:23,593 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:47:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3509, loss: 1.3509 +2025-05-30 04:34:06,250 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:46:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3639, loss: 1.3639 +2025-05-30 04:34:48,955 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:46:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3331, loss: 1.3331 +2025-05-30 04:34:52,042 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-30 04:36:07,640 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:36:07,710 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9817 +2025-05-30 04:36:07,713 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8840, top5_acc: 0.9817 +2025-05-30 04:37:10,941 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:45:31, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3182, loss: 1.3182 +2025-05-30 04:37:53,636 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:44:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3478, loss: 1.3478 +2025-05-30 04:38:36,434 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:44:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2905, loss: 1.2905 +2025-05-30 04:39:19,173 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3051, loss: 1.3051 +2025-05-30 04:40:01,852 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:42:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3367, loss: 1.3367 +2025-05-30 04:40:44,365 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:41:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3156, loss: 1.3156 +2025-05-30 04:41:26,805 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:41:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3013, loss: 1.3013 +2025-05-30 04:42:09,312 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:40:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-05-30 04:42:51,801 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:39:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3217, loss: 1.3217 +2025-05-30 04:43:34,238 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:38:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2813, loss: 1.2813 +2025-05-30 04:44:16,806 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:38:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3419, loss: 1.3419 +2025-05-30 04:44:59,261 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:37:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2626, loss: 1.2626 +2025-05-30 04:45:42,037 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:36:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3522, loss: 1.3522 +2025-05-30 04:46:24,801 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:36:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3635, loss: 1.3635 +2025-05-30 04:47:07,461 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:35:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3447, loss: 1.3447 +2025-05-30 04:47:50,020 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:34:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3348, loss: 1.3348 +2025-05-30 04:48:32,559 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:33:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3997, loss: 1.3997 +2025-05-30 04:49:15,201 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:33:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3371, loss: 1.3371 +2025-05-30 04:49:57,801 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:32:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3102, loss: 1.3102 +2025-05-30 04:50:40,478 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:31:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3253, loss: 1.3253 +2025-05-30 04:51:23,145 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:30:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3406, loss: 1.3406 +2025-05-30 04:52:05,822 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:30:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3230, loss: 1.3230 +2025-05-30 04:52:48,604 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:29:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3178, loss: 1.3178 +2025-05-30 04:53:31,382 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:28:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-05-30 04:54:14,068 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3971, loss: 1.3971 +2025-05-30 04:54:17,141 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-30 04:55:32,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:55:32,709 - pyskl - INFO - +top1_acc 0.8907 +top5_acc 0.9821 +2025-05-30 04:55:32,711 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8907, top5_acc: 0.9821 +2025-05-30 04:56:36,283 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:27:21, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2495, loss: 1.2495 +2025-05-30 04:57:18,964 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:26:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3080, loss: 1.3080 +2025-05-30 04:58:01,616 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:25:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3292, loss: 1.3292 +2025-05-30 04:58:44,296 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:25:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2749, loss: 1.2749 +2025-05-30 04:59:26,914 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:24:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3321, loss: 1.3321 +2025-05-30 05:00:09,551 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:23:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2664, loss: 1.2664 +2025-05-30 05:00:52,219 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:23:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2851, loss: 1.2851 +2025-05-30 05:01:34,817 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:22:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2770, loss: 1.2770 +2025-05-30 05:02:17,450 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:21:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-05-30 05:03:00,106 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:20:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2724, loss: 1.2724 +2025-05-30 05:03:42,761 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:20:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2945, loss: 1.2945 +2025-05-30 05:04:25,326 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:19:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2898, loss: 1.2898 +2025-05-30 05:05:07,823 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:18:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2882, loss: 1.2882 +2025-05-30 05:05:50,352 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:17:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2884, loss: 1.2884 +2025-05-30 05:06:32,943 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:17:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3581, loss: 1.3581 +2025-05-30 05:07:15,488 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:16:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3428, loss: 1.3428 +2025-05-30 05:07:58,228 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:15:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3109, loss: 1.3109 +2025-05-30 05:08:40,843 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:15:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3061, loss: 1.3061 +2025-05-30 05:09:23,458 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:14:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3303, loss: 1.3303 +2025-05-30 05:10:05,991 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:13:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2866, loss: 1.2866 +2025-05-30 05:10:48,617 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:12:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2738, loss: 1.2738 +2025-05-30 05:11:31,188 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:12:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2544, loss: 1.2544 +2025-05-30 05:12:13,984 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:11:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2979, loss: 1.2979 +2025-05-30 05:12:56,590 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:10:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3185, loss: 1.3185 +2025-05-30 05:13:39,145 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:09:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3299, loss: 1.3299 +2025-05-30 05:13:42,252 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-30 05:14:57,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:14:57,972 - pyskl - INFO - +top1_acc 0.8887 +top5_acc 0.9820 +2025-05-30 05:14:57,975 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8887, top5_acc: 0.9820 +2025-05-30 05:16:01,395 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:09:12, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-05-30 05:16:44,013 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:08:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2819, loss: 1.2819 +2025-05-30 05:17:26,620 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:07:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2558, loss: 1.2558 +2025-05-30 05:18:09,219 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:07:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2174, loss: 1.2174 +2025-05-30 05:18:51,756 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:06:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2327, loss: 1.2327 +2025-05-30 05:19:34,349 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:05:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2423, loss: 1.2423 +2025-05-30 05:20:16,999 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:04:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2307, loss: 1.2307 +2025-05-30 05:20:59,656 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:04:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2875, loss: 1.2875 +2025-05-30 05:21:42,301 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:03:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2779, loss: 1.2779 +2025-05-30 05:22:24,859 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:02:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2775, loss: 1.2775 +2025-05-30 05:23:07,465 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:01:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3046, loss: 1.3046 +2025-05-30 05:23:50,100 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:01:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2996, loss: 1.2996 +2025-05-30 05:24:33,209 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:00:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2965, loss: 1.2965 +2025-05-30 05:25:16,047 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 7:59:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3263, loss: 1.3263 +2025-05-30 05:25:58,753 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 7:59:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3117, loss: 1.3117 +2025-05-30 05:26:41,463 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 7:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2735, loss: 1.2735 +2025-05-30 05:27:24,182 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:57:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-05-30 05:28:06,848 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:56:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3231, loss: 1.3231 +2025-05-30 05:28:49,579 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:56:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-05-30 05:29:32,189 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:55:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3258, loss: 1.3258 +2025-05-30 05:30:14,729 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:54:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2865, loss: 1.2865 +2025-05-30 05:30:57,253 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:53:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3186, loss: 1.3186 +2025-05-30 05:31:39,818 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:53:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2856, loss: 1.2856 +2025-05-30 05:32:22,472 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:52:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3163, loss: 1.3163 +2025-05-30 05:33:05,163 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:51:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2561, loss: 1.2561 +2025-05-30 05:33:08,303 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-30 05:34:23,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:34:24,032 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9830 +2025-05-30 05:34:24,086 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_118.pth was removed +2025-05-30 05:34:25,121 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-05-30 05:34:25,122 - pyskl - INFO - Best top1_acc is 0.8928 at 124 epoch. +2025-05-30 05:34:25,125 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8928, top5_acc: 0.9830 +2025-05-30 05:35:28,205 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:51:03, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3076, loss: 1.3076 +2025-05-30 05:36:10,905 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:50:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2603, loss: 1.2603 +2025-05-30 05:36:53,467 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:49:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-05-30 05:37:36,165 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:48:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2767, loss: 1.2767 +2025-05-30 05:38:18,833 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:48:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-05-30 05:39:01,594 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:47:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3015, loss: 1.3015 +2025-05-30 05:39:44,376 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:46:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2625, loss: 1.2625 +2025-05-30 05:40:27,072 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:45:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2830, loss: 1.2830 +2025-05-30 05:41:09,857 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:45:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3527, loss: 1.3527 +2025-05-30 05:41:52,604 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:44:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2714, loss: 1.2714 +2025-05-30 05:42:35,385 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:43:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2414, loss: 1.2414 +2025-05-30 05:43:18,058 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:43:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-05-30 05:44:00,606 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:42:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2375, loss: 1.2375 +2025-05-30 05:44:43,202 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:41:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2900, loss: 1.2900 +2025-05-30 05:45:25,763 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3062, loss: 1.3062 +2025-05-30 05:46:08,353 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2639, loss: 1.2639 +2025-05-30 05:46:50,974 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:39:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2883, loss: 1.2883 +2025-05-30 05:47:33,548 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:38:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2537, loss: 1.2537 +2025-05-30 05:48:16,353 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:37:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3054, loss: 1.3054 +2025-05-30 05:48:59,132 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:37:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-05-30 05:49:41,848 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:36:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2597, loss: 1.2597 +2025-05-30 05:50:24,595 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:35:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3040, loss: 1.3040 +2025-05-30 05:51:07,341 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:35:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2840, loss: 1.2840 +2025-05-30 05:51:50,156 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:34:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-05-30 05:52:32,893 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:33:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2888, loss: 1.2888 +2025-05-30 05:52:35,949 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-30 06:01:31,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:01:31,410 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9823 +2025-05-30 06:01:31,412 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8928, top5_acc: 0.9823 +2025-05-30 06:02:34,950 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:32:54, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2486, loss: 1.2486 +2025-05-30 06:03:17,650 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:32:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2073, loss: 1.2073 +2025-05-30 06:04:00,351 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:31:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2447, loss: 1.2447 +2025-05-30 06:04:43,083 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:30:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2244, loss: 1.2244 +2025-05-30 06:05:25,784 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:30:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2603, loss: 1.2603 +2025-05-30 06:06:08,487 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:29:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2936, loss: 1.2936 +2025-05-30 06:06:51,139 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:28:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2406, loss: 1.2406 +2025-05-30 06:07:33,772 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:27:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2659, loss: 1.2659 +2025-05-30 06:08:16,546 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:27:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2665, loss: 1.2665 +2025-05-30 06:08:59,189 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:26:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2402, loss: 1.2402 +2025-05-30 06:09:41,874 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:25:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2208, loss: 1.2208 +2025-05-30 06:10:24,510 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:24:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2833, loss: 1.2833 +2025-05-30 06:11:07,196 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:24:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-05-30 06:11:49,945 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:23:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2694, loss: 1.2694 +2025-05-30 06:12:32,721 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:22:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2700, loss: 1.2700 +2025-05-30 06:13:15,493 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:22:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1900, loss: 1.1900 +2025-05-30 06:13:58,308 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2283, loss: 1.2283 +2025-05-30 06:14:41,091 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:20:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2318, loss: 1.2318 +2025-05-30 06:15:23,865 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:19:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2455, loss: 1.2455 +2025-05-30 06:16:06,664 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:19:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2125, loss: 1.2125 +2025-05-30 06:16:49,543 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:18:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2794, loss: 1.2794 +2025-05-30 06:17:32,505 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:17:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2577, loss: 1.2577 +2025-05-30 06:18:15,426 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:16:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2412, loss: 1.2412 +2025-05-30 06:18:58,341 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:16:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2842, loss: 1.2842 +2025-05-30 06:19:41,204 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:15:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-05-30 06:19:44,322 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-30 06:20:59,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:20:59,913 - pyskl - INFO - +top1_acc 0.8985 +top5_acc 0.9836 +2025-05-30 06:20:59,972 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_124.pth was removed +2025-05-30 06:21:01,065 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-30 06:21:01,066 - pyskl - INFO - Best top1_acc is 0.8985 at 126 epoch. +2025-05-30 06:21:01,069 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8985, top5_acc: 0.9836 +2025-05-30 06:22:04,507 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:14:46, time: 0.634, data_time: 0.209, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2349, loss: 1.2349 +2025-05-30 06:22:47,049 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:14:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2142, loss: 1.2142 +2025-05-30 06:23:29,607 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:13:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1983, loss: 1.1983 +2025-05-30 06:24:12,234 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:12:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2314, loss: 1.2314 +2025-05-30 06:24:54,821 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:11:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2020, loss: 1.2020 +2025-05-30 06:25:37,445 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:11:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2278, loss: 1.2278 +2025-05-30 06:26:20,090 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:10:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-05-30 06:27:02,541 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:09:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1812, loss: 1.1812 +2025-05-30 06:27:45,077 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:08:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1657, loss: 1.1657 +2025-05-30 06:28:27,584 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:08:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2694, loss: 1.2694 +2025-05-30 06:29:10,264 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:07:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2169, loss: 1.2169 +2025-05-30 06:29:52,940 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:06:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1976, loss: 1.1976 +2025-05-30 06:30:35,500 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:06:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-05-30 06:31:17,958 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:05:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-05-30 06:32:00,404 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:04:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2628, loss: 1.2628 +2025-05-30 06:32:42,782 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:03:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-05-30 06:33:25,304 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:03:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1839, loss: 1.1839 +2025-05-30 06:34:07,839 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:02:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2161, loss: 1.2161 +2025-05-30 06:34:50,462 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:01:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1857, loss: 1.1857 +2025-05-30 06:35:33,111 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:00:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2638, loss: 1.2638 +2025-05-30 06:36:15,708 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:00:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3131, loss: 1.3131 +2025-05-30 06:36:58,267 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 6:59:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2625, loss: 1.2625 +2025-05-30 06:37:40,844 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 6:58:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2249, loss: 1.2249 +2025-05-30 06:38:23,410 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:58:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2382, loss: 1.2382 +2025-05-30 06:39:05,957 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:57:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2079, loss: 1.2079 +2025-05-30 06:39:09,109 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-30 06:40:24,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:40:24,794 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9834 +2025-05-30 06:40:24,796 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8980, top5_acc: 0.9834 +2025-05-30 06:41:28,213 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:56:36, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1705, loss: 1.1705 +2025-05-30 06:42:10,851 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:55:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2053, loss: 1.2053 +2025-05-30 06:42:53,464 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:55:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2058, loss: 1.2058 +2025-05-30 06:43:36,115 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:54:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1923, loss: 1.1923 +2025-05-30 06:44:18,796 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:53:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2115, loss: 1.2115 +2025-05-30 06:45:01,412 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:52:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2189, loss: 1.2189 +2025-05-30 06:45:44,097 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:52:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2187, loss: 1.2187 +2025-05-30 06:46:26,760 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:51:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1651, loss: 1.1651 +2025-05-30 06:47:09,521 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:50:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2118, loss: 1.2118 +2025-05-30 06:47:52,160 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:50:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1991, loss: 1.1991 +2025-05-30 06:48:34,850 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:49:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2184, loss: 1.2184 +2025-05-30 06:49:17,553 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:48:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1792, loss: 1.1792 +2025-05-30 06:50:00,204 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:47:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1438, loss: 1.1438 +2025-05-30 06:50:42,827 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:47:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1616, loss: 1.1616 +2025-05-30 06:51:25,441 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:46:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1922, loss: 1.1922 +2025-05-30 06:52:08,005 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:45:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2312, loss: 1.2312 +2025-05-30 06:52:50,525 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:44:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1853, loss: 1.1853 +2025-05-30 06:53:33,177 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:44:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1968, loss: 1.1968 +2025-05-30 06:54:15,748 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:43:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1930, loss: 1.1930 +2025-05-30 06:54:58,415 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:42:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1976, loss: 1.1976 +2025-05-30 06:55:40,954 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:42:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2448, loss: 1.2448 +2025-05-30 06:56:23,653 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:41:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1935, loss: 1.1935 +2025-05-30 06:57:06,333 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:40:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1794, loss: 1.1794 +2025-05-30 06:57:49,046 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2081, loss: 1.2081 +2025-05-30 06:58:31,800 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:39:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1563, loss: 1.1563 +2025-05-30 06:58:34,916 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-30 06:59:50,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:59:50,554 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9836 +2025-05-30 06:59:50,556 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8983, top5_acc: 0.9836 +2025-05-30 07:00:54,379 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:38:27, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1881, loss: 1.1881 +2025-05-30 07:01:37,105 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:37:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1641, loss: 1.1641 +2025-05-30 07:02:19,837 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:37:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1885, loss: 1.1885 +2025-05-30 07:03:02,524 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:36:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1841, loss: 1.1841 +2025-05-30 07:03:45,212 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:35:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1593, loss: 1.1593 +2025-05-30 07:04:27,925 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:34:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1896, loss: 1.1896 +2025-05-30 07:05:10,584 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1478, loss: 1.1478 +2025-05-30 07:05:53,181 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:33:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1696, loss: 1.1696 +2025-05-30 07:06:35,874 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:32:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1949, loss: 1.1949 +2025-05-30 07:07:18,649 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:31:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1516, loss: 1.1516 +2025-05-30 07:08:01,489 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:31:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1795, loss: 1.1795 +2025-05-30 07:08:44,157 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:30:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-05-30 07:09:26,947 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1846, loss: 1.1846 +2025-05-30 07:10:09,632 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:29:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1777, loss: 1.1777 +2025-05-30 07:10:52,334 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:28:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1642, loss: 1.1642 +2025-05-30 07:11:34,904 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:27:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-05-30 07:12:17,504 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:26:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-30 07:13:00,028 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:26:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1499, loss: 1.1499 +2025-05-30 07:13:42,712 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:25:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1789, loss: 1.1789 +2025-05-30 07:14:25,283 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:24:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1281, loss: 1.1281 +2025-05-30 07:15:07,868 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:23:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1705, loss: 1.1705 +2025-05-30 07:15:50,365 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:23:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1656, loss: 1.1656 +2025-05-30 07:16:32,921 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:22:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-05-30 07:17:15,456 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:21:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2099, loss: 1.2099 +2025-05-30 07:17:58,082 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:21:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-05-30 07:18:01,257 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-30 07:19:16,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:19:16,700 - pyskl - INFO - +top1_acc 0.9019 +top5_acc 0.9851 +2025-05-30 07:19:16,758 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_126.pth was removed +2025-05-30 07:19:17,986 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-30 07:19:17,987 - pyskl - INFO - Best top1_acc is 0.9019 at 129 epoch. +2025-05-30 07:19:17,990 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9019, top5_acc: 0.9851 +2025-05-30 07:20:21,617 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:20:18, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1846, loss: 1.1846 +2025-05-30 07:21:04,293 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:19:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-05-30 07:21:46,981 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:18:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1500, loss: 1.1500 +2025-05-30 07:22:29,684 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:18:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1717, loss: 1.1717 +2025-05-30 07:23:12,398 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:17:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-05-30 07:23:55,048 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:16:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1805, loss: 1.1805 +2025-05-30 07:24:37,683 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:15:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1650, loss: 1.1650 +2025-05-30 07:25:20,318 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:15:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1664, loss: 1.1664 +2025-05-30 07:26:02,953 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:14:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1512, loss: 1.1512 +2025-05-30 07:26:45,641 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:13:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1347, loss: 1.1347 +2025-05-30 07:27:28,385 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:13:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1869, loss: 1.1869 +2025-05-30 07:28:11,146 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:12:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1679, loss: 1.1679 +2025-05-30 07:28:53,921 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:11:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1846, loss: 1.1846 +2025-05-30 07:29:36,592 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:10:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2000, loss: 1.2000 +2025-05-30 07:30:19,258 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:10:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1898, loss: 1.1898 +2025-05-30 07:31:01,969 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1619, loss: 1.1619 +2025-05-30 07:31:44,644 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:08:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1745, loss: 1.1745 +2025-05-30 07:32:27,296 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:07:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1855, loss: 1.1855 +2025-05-30 07:33:10,034 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:07:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1583, loss: 1.1583 +2025-05-30 07:33:52,668 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:06:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1357, loss: 1.1357 +2025-05-30 07:34:35,589 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:05:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1450, loss: 1.1450 +2025-05-30 07:35:18,230 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:05:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1416, loss: 1.1416 +2025-05-30 07:36:00,968 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:04:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 +2025-05-30 07:36:43,671 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:03:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1714, loss: 1.1714 +2025-05-30 07:37:26,381 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:02:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1360, loss: 1.1360 +2025-05-30 07:37:29,436 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-30 07:45:53,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:45:53,862 - pyskl - INFO - +top1_acc 0.9016 +top5_acc 0.9860 +2025-05-30 07:45:53,865 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9016, top5_acc: 0.9860 +2025-05-30 07:46:58,009 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:02:10, time: 0.641, data_time: 0.215, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1307, loss: 1.1307 +2025-05-30 07:47:40,809 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:01:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-05-30 07:48:23,575 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:00:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1721, loss: 1.1721 +2025-05-30 07:49:06,402 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 5:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1564, loss: 1.1564 +2025-05-30 07:49:49,158 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 5:59:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1911, loss: 1.1911 +2025-05-30 07:50:31,834 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 5:58:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1366, loss: 1.1366 +2025-05-30 07:51:14,630 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:57:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1498, loss: 1.1498 +2025-05-30 07:51:57,319 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:57:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1381, loss: 1.1381 +2025-05-30 07:52:40,017 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:56:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-05-30 07:53:22,686 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:55:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1679, loss: 1.1679 +2025-05-30 07:54:05,478 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:54:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1623, loss: 1.1623 +2025-05-30 07:54:48,218 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:54:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1690, loss: 1.1690 +2025-05-30 07:55:30,946 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:53:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1239, loss: 1.1239 +2025-05-30 07:56:13,652 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:52:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1711, loss: 1.1711 +2025-05-30 07:56:56,270 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:52:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-05-30 07:57:38,927 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:51:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1582, loss: 1.1582 +2025-05-30 07:58:21,579 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:50:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1298, loss: 1.1298 +2025-05-30 07:59:04,179 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:49:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1543, loss: 1.1543 +2025-05-30 07:59:46,880 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:49:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-05-30 08:00:29,626 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:48:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1759, loss: 1.1759 +2025-05-30 08:01:12,252 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:47:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1710, loss: 1.1710 +2025-05-30 08:01:54,884 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:46:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1440, loss: 1.1440 +2025-05-30 08:02:37,527 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:46:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1482, loss: 1.1482 +2025-05-30 08:03:20,120 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:45:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-30 08:04:02,752 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:44:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1453, loss: 1.1453 +2025-05-30 08:04:05,781 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-30 08:05:21,214 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:05:21,285 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9856 +2025-05-30 08:05:21,337 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_129.pth was removed +2025-05-30 08:05:22,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-05-30 08:05:22,365 - pyskl - INFO - Best top1_acc is 0.9020 at 131 epoch. +2025-05-30 08:05:22,367 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9020, top5_acc: 0.9856 +2025-05-30 08:06:25,592 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:44:01, time: 0.632, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 +2025-05-30 08:07:08,121 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:43:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-05-30 08:07:50,673 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:42:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-30 08:08:33,293 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:41:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1070, loss: 1.1070 +2025-05-30 08:09:15,935 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:41:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1107, loss: 1.1107 +2025-05-30 08:09:58,545 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:40:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1445, loss: 1.1445 +2025-05-30 08:10:41,166 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:39:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1559, loss: 1.1559 +2025-05-30 08:11:23,869 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:38:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1532, loss: 1.1532 +2025-05-30 08:12:06,568 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:38:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1367, loss: 1.1367 +2025-05-30 08:12:49,318 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:37:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 +2025-05-30 08:13:32,004 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:36:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1397, loss: 1.1397 +2025-05-30 08:14:14,633 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:36:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-30 08:14:57,331 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:35:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1463, loss: 1.1463 +2025-05-30 08:15:40,078 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1260, loss: 1.1260 +2025-05-30 08:16:22,809 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:33:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-05-30 08:17:05,572 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:33:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1243, loss: 1.1243 +2025-05-30 08:17:48,350 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:32:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-05-30 08:18:31,057 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:31:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1772, loss: 1.1772 +2025-05-30 08:19:13,664 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:30:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1398, loss: 1.1398 +2025-05-30 08:19:56,131 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:30:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-05-30 08:20:38,877 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:29:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1375, loss: 1.1375 +2025-05-30 08:21:21,548 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:28:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1441, loss: 1.1441 +2025-05-30 08:22:04,150 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:28:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1487, loss: 1.1487 +2025-05-30 08:22:46,715 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:27:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-30 08:23:29,276 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:26:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1755, loss: 1.1755 +2025-05-30 08:23:32,416 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-30 08:24:48,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:24:48,527 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9850 +2025-05-30 08:24:48,588 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_131.pth was removed +2025-05-30 08:24:49,689 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-30 08:24:49,690 - pyskl - INFO - Best top1_acc is 0.9043 at 132 epoch. +2025-05-30 08:24:49,692 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9043, top5_acc: 0.9850 +2025-05-30 08:25:53,816 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:25:52, time: 0.641, data_time: 0.215, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-30 08:26:36,445 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:25:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1035, loss: 1.1035 +2025-05-30 08:27:19,072 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:24:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-05-30 08:28:01,648 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:23:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1421, loss: 1.1421 +2025-05-30 08:28:44,278 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:22:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-30 08:29:26,899 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:22:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0946, loss: 1.0946 +2025-05-30 08:30:09,535 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:21:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1206, loss: 1.1206 +2025-05-30 08:30:52,179 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:20:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1265, loss: 1.1265 +2025-05-30 08:31:34,791 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:20:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-30 08:32:17,490 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:19:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-05-30 08:33:00,173 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:18:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1432, loss: 1.1432 +2025-05-30 08:33:42,835 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:17:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1493, loss: 1.1493 +2025-05-30 08:34:25,500 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:17:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0890, loss: 1.0890 +2025-05-30 08:35:08,139 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:16:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1288, loss: 1.1288 +2025-05-30 08:35:50,850 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:15:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-30 08:36:33,445 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:14:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1170, loss: 1.1170 +2025-05-30 08:37:15,634 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:14:15, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1069, loss: 1.1069 +2025-05-30 08:37:58,189 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:13:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1033, loss: 1.1033 +2025-05-30 08:38:40,925 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:12:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1324, loss: 1.1324 +2025-05-30 08:39:23,782 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:12:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1269, loss: 1.1269 +2025-05-30 08:40:06,537 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:11:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1379, loss: 1.1379 +2025-05-30 08:40:49,120 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:10:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1155, loss: 1.1155 +2025-05-30 08:41:31,665 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:09:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1454, loss: 1.1454 +2025-05-30 08:42:14,292 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:09:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1554, loss: 1.1554 +2025-05-30 08:42:56,911 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:08:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1124, loss: 1.1124 +2025-05-30 08:42:59,987 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-30 08:44:15,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:44:15,447 - pyskl - INFO - +top1_acc 0.9034 +top5_acc 0.9851 +2025-05-30 08:44:15,450 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9034, top5_acc: 0.9851 +2025-05-30 08:45:18,813 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:07:43, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1121, loss: 1.1121 +2025-05-30 08:46:01,582 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1230, loss: 1.1230 +2025-05-30 08:46:44,320 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:06:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1144, loss: 1.1144 +2025-05-30 08:47:27,341 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:05:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1347, loss: 1.1347 +2025-05-30 08:48:10,407 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:04:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-05-30 08:48:53,392 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:04:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-05-30 08:49:35,970 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:03:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0935, loss: 1.0935 +2025-05-30 08:50:18,717 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:02:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0759, loss: 1.0759 +2025-05-30 08:51:01,415 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:01:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0820, loss: 1.0820 +2025-05-30 08:51:44,133 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:01:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 +2025-05-30 08:52:26,809 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:00:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-05-30 08:53:09,448 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 4:59:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1029, loss: 1.1029 +2025-05-30 08:53:52,158 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 4:59:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-05-30 08:54:34,867 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:58:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1430, loss: 1.1430 +2025-05-30 08:55:17,672 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:57:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-05-30 08:56:00,359 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:56:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1518, loss: 1.1518 +2025-05-30 08:56:42,973 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:56:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1400, loss: 1.1400 +2025-05-30 08:57:25,558 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:55:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1279, loss: 1.1279 +2025-05-30 08:58:08,196 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:54:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 +2025-05-30 08:58:50,868 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:53:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1297, loss: 1.1297 +2025-05-30 08:59:33,693 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:53:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0631, loss: 1.0631 +2025-05-30 09:00:16,420 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:52:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0850, loss: 1.0850 +2025-05-30 09:00:59,112 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:51:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-30 09:01:41,736 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:51:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1325, loss: 1.1325 +2025-05-30 09:02:24,420 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:50:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1659, loss: 1.1659 +2025-05-30 09:02:27,517 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-30 09:03:42,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:03:43,062 - pyskl - INFO - +top1_acc 0.9071 +top5_acc 0.9848 +2025-05-30 09:03:43,118 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_132.pth was removed +2025-05-30 09:03:44,363 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-30 09:03:44,364 - pyskl - INFO - Best top1_acc is 0.9071 at 134 epoch. +2025-05-30 09:03:44,366 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9071, top5_acc: 0.9848 +2025-05-30 09:04:48,001 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:49:35, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0786, loss: 1.0786 +2025-05-30 09:05:30,654 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:48:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1241, loss: 1.1241 +2025-05-30 09:06:13,402 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:48:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1330, loss: 1.1330 +2025-05-30 09:06:56,137 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:47:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-05-30 09:07:38,916 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0957, loss: 1.0957 +2025-05-30 09:08:21,717 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:45:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1339, loss: 1.1339 +2025-05-30 09:09:04,483 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:45:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-05-30 09:09:47,196 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:44:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-30 09:10:29,924 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:43:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 +2025-05-30 09:11:12,651 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:43:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 +2025-05-30 09:11:55,345 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:42:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-30 09:12:38,007 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:41:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1450, loss: 1.1450 +2025-05-30 09:13:20,717 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:40:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-30 09:14:03,516 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:40:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0567, loss: 1.0567 +2025-05-30 09:14:46,404 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:39:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-30 09:15:29,154 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:38:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-05-30 09:16:11,861 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:37:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-05-30 09:16:54,556 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:37:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1277, loss: 1.1277 +2025-05-30 09:17:37,202 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:36:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0664, loss: 1.0664 +2025-05-30 09:18:19,876 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:35:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-30 09:19:02,642 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:35:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-05-30 09:19:45,345 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:34:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-05-30 09:20:28,007 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:33:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1355, loss: 1.1355 +2025-05-30 09:21:10,610 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:32:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0652, loss: 1.0652 +2025-05-30 09:21:53,339 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:32:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0902, loss: 1.0902 +2025-05-30 09:21:56,463 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-30 09:30:23,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:30:23,365 - pyskl - INFO - +top1_acc 0.9080 +top5_acc 0.9851 +2025-05-30 09:30:23,422 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_134.pth was removed +2025-05-30 09:30:24,490 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-30 09:30:24,490 - pyskl - INFO - Best top1_acc is 0.9080 at 135 epoch. +2025-05-30 09:30:24,493 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9080, top5_acc: 0.9851 +2025-05-30 09:31:27,881 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:31:26, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1214, loss: 1.1214 +2025-05-30 09:32:10,628 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:30:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-05-30 09:32:53,424 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:29:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1209, loss: 1.1209 +2025-05-30 09:33:36,086 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:29:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-05-30 09:34:18,531 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:28:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-30 09:35:01,093 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:27:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-05-30 09:35:43,696 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:27:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1060, loss: 1.1060 +2025-05-30 09:36:26,252 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:26:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1138, loss: 1.1138 +2025-05-30 09:37:08,719 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:25:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-05-30 09:37:51,289 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:24:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1081, loss: 1.1081 +2025-05-30 09:38:34,263 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:24:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0952, loss: 1.0952 +2025-05-30 09:39:17,272 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:23:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-05-30 09:39:59,980 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:22:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0967, loss: 1.0967 +2025-05-30 09:40:42,757 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:22:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1068, loss: 1.1068 +2025-05-30 09:41:25,544 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-05-30 09:42:08,331 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:20:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0771, loss: 1.0771 +2025-05-30 09:42:51,000 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:19:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0837, loss: 1.0837 +2025-05-30 09:43:33,702 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-05-30 09:44:16,469 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:18:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1302, loss: 1.1302 +2025-05-30 09:44:59,072 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:17:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-05-30 09:45:41,799 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:16:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-30 09:46:24,536 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:16:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1007, loss: 1.1007 +2025-05-30 09:47:07,288 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:15:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0668, loss: 1.0668 +2025-05-30 09:47:49,978 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:14:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2025-05-30 09:48:32,671 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 +2025-05-30 09:48:35,759 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-30 09:49:51,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:49:51,400 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9857 +2025-05-30 09:49:51,403 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9070, top5_acc: 0.9857 +2025-05-30 09:50:54,885 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:13:17, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-30 09:51:37,589 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:12:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0868, loss: 1.0868 +2025-05-30 09:52:20,232 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:11:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0976, loss: 1.0976 +2025-05-30 09:53:02,894 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:11:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0677, loss: 1.0677 +2025-05-30 09:53:45,566 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:10:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0979, loss: 1.0979 +2025-05-30 09:54:28,221 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:09:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-30 09:55:11,057 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:08:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-30 09:55:53,749 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:08:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-30 09:56:36,477 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:07:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-05-30 09:57:19,158 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:06:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2025-05-30 09:58:01,982 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:06:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-05-30 09:58:44,745 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:05:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0274, loss: 1.0274 +2025-05-30 09:59:27,455 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:04:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1069, loss: 1.1069 +2025-05-30 10:00:10,245 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:03:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0737, loss: 1.0737 +2025-05-30 10:00:53,065 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:03:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0811, loss: 1.0811 +2025-05-30 10:01:35,774 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:02:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-05-30 10:02:18,421 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:01:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-05-30 10:03:01,111 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:00:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-30 10:03:43,718 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:00:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-05-30 10:04:26,339 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 3:59:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0789, loss: 1.0789 +2025-05-30 10:05:09,014 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:58:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0842, loss: 1.0842 +2025-05-30 10:05:51,749 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:58:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1083, loss: 1.1083 +2025-05-30 10:06:34,365 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:57:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0843, loss: 1.0843 +2025-05-30 10:07:17,048 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:56:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-30 10:07:59,673 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:55:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0717, loss: 1.0717 +2025-05-30 10:08:02,790 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-30 10:09:18,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:09:18,426 - pyskl - INFO - +top1_acc 0.8997 +top5_acc 0.9853 +2025-05-30 10:09:18,428 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8997, top5_acc: 0.9853 +2025-05-30 10:10:21,762 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:55:08, time: 0.633, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-05-30 10:11:04,687 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:54:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-05-30 10:11:47,484 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:53:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0747, loss: 1.0747 +2025-05-30 10:12:30,227 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:52:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1027, loss: 1.1027 +2025-05-30 10:13:12,945 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:52:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-30 10:13:55,728 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:51:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0550, loss: 1.0550 +2025-05-30 10:14:38,480 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:50:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0708, loss: 1.0708 +2025-05-30 10:15:21,283 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:50:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-30 10:16:04,223 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:49:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-30 10:16:47,049 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:48:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0720, loss: 1.0720 +2025-05-30 10:17:29,820 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:47:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0705, loss: 1.0705 +2025-05-30 10:18:12,532 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:47:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-30 10:18:55,309 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:46:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0950, loss: 1.0950 +2025-05-30 10:19:38,110 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:45:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0692, loss: 1.0692 +2025-05-30 10:20:20,982 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:44:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-30 10:21:03,808 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:44:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0429, loss: 1.0429 +2025-05-30 10:21:46,611 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:43:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1300, loss: 1.1300 +2025-05-30 10:22:29,364 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:42:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-05-30 10:23:12,188 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:42:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0793, loss: 1.0793 +2025-05-30 10:23:55,078 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:41:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-30 10:24:38,005 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:40:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-30 10:25:20,903 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:39:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0619, loss: 1.0619 +2025-05-30 10:26:03,688 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:39:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0425, loss: 1.0425 +2025-05-30 10:26:46,481 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:38:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-30 10:27:29,329 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:37:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 +2025-05-30 10:27:32,456 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-30 10:28:47,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:28:48,064 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9856 +2025-05-30 10:28:48,067 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9070, top5_acc: 0.9856 +2025-05-30 10:29:51,097 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:37:00, time: 0.630, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1083, loss: 1.1083 +2025-05-30 10:30:33,845 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:36:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-05-30 10:31:16,671 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:35:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0776, loss: 1.0776 +2025-05-30 10:31:59,488 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:34:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0180, loss: 1.0180 +2025-05-30 10:32:42,229 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-30 10:33:24,881 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:33:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-05-30 10:34:07,513 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:32:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-30 10:34:50,174 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0697, loss: 1.0697 +2025-05-30 10:35:32,813 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:31:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-05-30 10:36:15,544 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:30:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1157, loss: 1.1157 +2025-05-30 10:36:58,220 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:29:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0645, loss: 1.0645 +2025-05-30 10:37:40,941 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:29:01, 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 10:38:23,660 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:28:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-30 10:39:06,522 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:27:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0685, loss: 1.0685 +2025-05-30 10:39:49,345 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:26:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0655, loss: 1.0655 +2025-05-30 10:40:32,063 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:26:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0807, loss: 1.0807 +2025-05-30 10:41:14,693 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:25:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-30 10:41:57,308 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:24:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0710, loss: 1.0710 +2025-05-30 10:42:39,933 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:23:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-30 10:43:22,542 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:23:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0575, loss: 1.0575 +2025-05-30 10:44:05,141 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:22:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-05-30 10:44:47,885 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:21:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-05-30 10:45:30,652 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:21:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1109, loss: 1.1109 +2025-05-30 10:46:13,358 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:20:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0548, loss: 1.0548 +2025-05-30 10:46:55,998 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:19:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-30 10:46:59,117 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-30 10:48:14,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:48:14,730 - pyskl - INFO - +top1_acc 0.9076 +top5_acc 0.9858 +2025-05-30 10:48:14,733 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9076, top5_acc: 0.9858 +2025-05-30 10:49:18,160 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:18:51, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-05-30 10:50:00,844 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:18:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-30 10:50:43,548 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:17:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0401, loss: 1.0401 +2025-05-30 10:51:26,366 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:16:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-05-30 10:52:09,259 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:15:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-30 10:52:52,148 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:15:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0626, loss: 1.0626 +2025-05-30 10:53:34,881 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:14:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0665, loss: 1.0665 +2025-05-30 10:54:17,765 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:13:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0722, loss: 1.0722 +2025-05-30 10:55:00,640 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:13:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0347, loss: 1.0347 +2025-05-30 10:55:43,469 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:12:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0672, loss: 1.0672 +2025-05-30 10:56:26,314 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:11:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0749, loss: 1.0749 +2025-05-30 10:57:08,854 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:10:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-05-30 10:57:51,771 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:10:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0579, loss: 1.0579 +2025-05-30 10:58:34,669 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:09:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0552, loss: 1.0552 +2025-05-30 10:59:17,573 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:08:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0732, loss: 1.0732 +2025-05-30 11:00:00,341 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:07:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-30 11:00:43,133 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:07:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0792, loss: 1.0792 +2025-05-30 11:01:25,817 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:06:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-30 11:02:08,482 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:05:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-30 11:02:51,114 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:05:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-30 11:03:33,844 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:04:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0569, loss: 1.0569 +2025-05-30 11:04:16,549 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:03:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 11:04:59,485 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:02:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0559, loss: 1.0559 +2025-05-30 11:05:42,258 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:02:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0862, loss: 1.0862 +2025-05-30 11:06:24,835 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:01:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0676, loss: 1.0676 +2025-05-30 11:06:27,937 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-30 11:14:45,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:14:45,152 - pyskl - INFO - +top1_acc 0.9090 +top5_acc 0.9860 +2025-05-30 11:14:45,205 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_135.pth was removed +2025-05-30 11:14:46,228 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-05-30 11:14:46,229 - pyskl - INFO - Best top1_acc is 0.9090 at 140 epoch. +2025-05-30 11:14:46,231 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9090, top5_acc: 0.9860 +2025-05-30 11:15:49,916 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:00:43, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0474, loss: 1.0474 +2025-05-30 11:16:32,690 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 2:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-05-30 11:17:15,409 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:59:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0781, loss: 1.0781 +2025-05-30 11:17:58,026 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:58:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 +2025-05-30 11:18:40,595 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:57:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-30 11:19:23,110 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:57:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-30 11:20:05,732 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:56:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0645, loss: 1.0645 +2025-05-30 11:20:48,286 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:55:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-30 11:21:30,798 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:54:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0621, loss: 1.0621 +2025-05-30 11:22:13,286 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:54:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0381, loss: 1.0381 +2025-05-30 11:22:55,673 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:53:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0473, loss: 1.0473 +2025-05-30 11:23:38,125 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:52:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-30 11:24:20,890 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:52:01, 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 11:25:03,694 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:51:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1057, loss: 1.1057 +2025-05-30 11:25:46,472 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:50:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0403, loss: 1.0403 +2025-05-30 11:26:29,109 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:49:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0500, loss: 1.0500 +2025-05-30 11:27:11,877 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:49:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0675, loss: 1.0675 +2025-05-30 11:27:54,556 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:48:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2025-05-30 11:28:37,216 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:47:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-05-30 11:29:19,888 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:46:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0533, loss: 1.0533 +2025-05-30 11:30:02,581 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:46:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-05-30 11:30:45,269 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:45:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0652, loss: 1.0652 +2025-05-30 11:31:27,948 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:44:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-30 11:32:10,669 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:44:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0602, loss: 1.0602 +2025-05-30 11:32:53,321 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:43:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-30 11:32:56,494 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-30 11:34:12,297 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:34:12,369 - pyskl - INFO - +top1_acc 0.9096 +top5_acc 0.9854 +2025-05-30 11:34:12,429 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_140.pth was removed +2025-05-30 11:34:13,490 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-05-30 11:34:13,491 - pyskl - INFO - Best top1_acc is 0.9096 at 141 epoch. +2025-05-30 11:34:13,494 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9096, top5_acc: 0.9854 +2025-05-30 11:35:17,485 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:42:34, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0848, loss: 1.0848 +2025-05-30 11:36:00,094 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:41:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-30 11:36:42,808 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0237, loss: 1.0237 +2025-05-30 11:37:25,559 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:40:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0203, loss: 1.0203 +2025-05-30 11:38:08,313 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:39:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0526, loss: 1.0526 +2025-05-30 11:38:51,104 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:38:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0540, loss: 1.0540 +2025-05-30 11:39:33,837 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:38:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-05-30 11:40:16,590 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:37:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0670, loss: 1.0670 +2025-05-30 11:40:59,220 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:36:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-05-30 11:41:41,844 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:36:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-05-30 11:42:24,477 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:35:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-05-30 11:43:07,109 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:34:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0583, loss: 1.0583 +2025-05-30 11:43:49,845 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:33:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0201, loss: 1.0201 +2025-05-30 11:44:32,581 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:33:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0467, loss: 1.0467 +2025-05-30 11:45:15,281 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:32:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-05-30 11:45:58,093 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:31:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-05-30 11:46:40,756 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:30:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0532, loss: 1.0532 +2025-05-30 11:47:23,524 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2025-05-30 11:48:06,227 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:29:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0526, loss: 1.0526 +2025-05-30 11:48:48,909 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:28:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0741, loss: 1.0741 +2025-05-30 11:49:31,531 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:28:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-30 11:50:14,017 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:27:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-30 11:50:56,552 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:26:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-05-30 11:51:39,557 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:25:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0348, loss: 1.0348 +2025-05-30 11:52:22,250 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:25:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0603, loss: 1.0603 +2025-05-30 11:52:25,318 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-30 11:53:40,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:53:40,668 - pyskl - INFO - +top1_acc 0.9099 +top5_acc 0.9863 +2025-05-30 11:53:40,722 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_141.pth was removed +2025-05-30 11:53:41,729 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-30 11:53:41,730 - pyskl - INFO - Best top1_acc is 0.9099 at 142 epoch. +2025-05-30 11:53:41,732 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9099, top5_acc: 0.9863 +2025-05-30 11:54:45,384 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:24:25, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-30 11:55:28,102 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:23:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-05-30 11:56:10,861 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:22:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1152, loss: 1.1152 +2025-05-30 11:56:53,525 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:22:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0490, loss: 1.0490 +2025-05-30 11:57:36,262 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:21:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0183, loss: 1.0183 +2025-05-30 11:58:18,968 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:20:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0437, loss: 1.0437 +2025-05-30 11:59:01,837 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:20:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-05-30 11:59:44,617 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:19:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-30 12:00:27,454 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:18:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0749, loss: 1.0749 +2025-05-30 12:01:10,178 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:17:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-05-30 12:01:52,968 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:17:11, 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 12:02:35,506 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:16:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-05-30 12:03:18,166 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:15:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0473, loss: 1.0473 +2025-05-30 12:04:00,963 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-05-30 12:04:43,667 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:14:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0390, loss: 1.0390 +2025-05-30 12:05:26,264 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:13:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0862, loss: 1.0862 +2025-05-30 12:06:09,035 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-05-30 12:06:51,539 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0365, loss: 1.0365 +2025-05-30 12:07:34,147 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:11:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-30 12:08:16,948 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:10:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0534, loss: 1.0534 +2025-05-30 12:08:59,658 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:09:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0511, loss: 1.0511 +2025-05-30 12:09:42,433 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:09:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0664, loss: 1.0664 +2025-05-30 12:10:25,071 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:08:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-05-30 12:11:07,866 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:07:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-05-30 12:11:50,558 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:02, 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 12:11:53,679 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-30 12:13:09,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:13:09,165 - pyskl - INFO - +top1_acc 0.9098 +top5_acc 0.9862 +2025-05-30 12:13:09,167 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9098, top5_acc: 0.9862 +2025-05-30 12:14:13,012 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:06:17, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0548, loss: 1.0548 +2025-05-30 12:14:55,625 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:05:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0541, loss: 1.0541 +2025-05-30 12:15:38,334 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:04:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0517, loss: 1.0517 +2025-05-30 12:16:21,104 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-30 12:17:04,030 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2025-05-30 12:17:46,772 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:02:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0663, loss: 1.0663 +2025-05-30 12:18:29,574 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:01:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 +2025-05-30 12:19:12,324 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:01:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0675, loss: 1.0675 +2025-05-30 12:19:55,054 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0620, loss: 1.0620 +2025-05-30 12:20:37,913 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:59:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-05-30 12:21:20,728 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0285, loss: 1.0285 +2025-05-30 12:22:03,578 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:58:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0660, loss: 1.0660 +2025-05-30 12:22:46,441 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:57:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-30 12:23:29,278 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:56:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-30 12:24:12,093 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-30 12:24:55,044 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-30 12:25:37,900 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0343, loss: 1.0343 +2025-05-30 12:26:20,732 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:53:58, 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 12:27:03,497 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0562, loss: 1.0562 +2025-05-30 12:27:46,295 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0637, loss: 1.0637 +2025-05-30 12:28:29,070 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:51:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-30 12:29:11,788 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-05-30 12:29:54,497 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0874, loss: 1.0874 +2025-05-30 12:30:37,265 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:49:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-05-30 12:31:19,877 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:48:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-05-30 12:31:22,921 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-30 12:32:38,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:32:38,349 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9858 +2025-05-30 12:32:38,403 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_142.pth was removed +2025-05-30 12:32:39,424 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2025-05-30 12:32:39,425 - pyskl - INFO - Best top1_acc is 0.9104 at 144 epoch. +2025-05-30 12:32:39,428 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9104, top5_acc: 0.9858 +2025-05-30 12:33:43,006 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:08, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-30 12:34:25,688 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-05-30 12:35:08,282 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:46:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-05-30 12:35:50,934 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:45:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0164, loss: 1.0164 +2025-05-30 12:36:33,565 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0491, loss: 1.0491 +2025-05-30 12:37:16,198 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0386, loss: 1.0386 +2025-05-30 12:37:58,832 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:43:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0517, loss: 1.0517 +2025-05-30 12:38:41,398 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2025-05-30 12:39:23,976 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 +2025-05-30 12:40:06,568 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:41:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-30 12:40:49,161 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-30 12:41:31,788 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-30 12:42:14,540 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-05-30 12:42:57,328 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:38:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9946, loss: 0.9946 +2025-05-30 12:43:40,009 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:37:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0290, loss: 1.0290 +2025-05-30 12:44:22,710 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2025-05-30 12:45:05,385 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2025-05-30 12:45:48,080 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:35:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2025-05-30 12:46:30,666 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0543, loss: 1.0543 +2025-05-30 12:47:13,250 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-05-30 12:47:55,851 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:33:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0104, loss: 1.0104 +2025-05-30 12:48:38,418 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:32:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 +2025-05-30 12:49:21,084 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-30 12:50:03,734 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-05-30 12:50:46,369 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:30:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2025-05-30 12:50:49,394 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-30 12:59:30,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:59:31,003 - pyskl - INFO - +top1_acc 0.9107 +top5_acc 0.9866 +2025-05-30 12:59:31,060 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_144.pth was removed +2025-05-30 12:59:32,134 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-30 12:59:32,135 - pyskl - INFO - Best top1_acc is 0.9107 at 145 epoch. +2025-05-30 12:59:32,138 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9107, top5_acc: 0.9866 +2025-05-30 13:00:36,147 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:29:59, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-30 13:01:18,713 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-05-30 13:02:01,232 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-30 13:02:43,755 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:27:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0603, loss: 1.0603 +2025-05-30 13:03:26,344 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0275, loss: 1.0275 +2025-05-30 13:04:08,789 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-05-30 13:04:51,297 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:25:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0350, loss: 1.0350 +2025-05-30 13:05:33,813 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:24:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0466, loss: 1.0466 +2025-05-30 13:06:16,287 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0567, loss: 1.0567 +2025-05-30 13:06:58,818 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-30 13:07:41,349 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:22:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-05-30 13:08:23,822 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0668, loss: 1.0668 +2025-05-30 13:09:06,473 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-05-30 13:09:49,110 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-05-30 13:10:31,904 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:19:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0787, loss: 1.0787 +2025-05-30 13:11:14,896 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0375, loss: 1.0375 +2025-05-30 13:11:57,602 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0377, loss: 1.0377 +2025-05-30 13:12:40,305 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2025-05-30 13:13:22,888 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:16:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0242, loss: 1.0242 +2025-05-30 13:14:05,536 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2025-05-30 13:14:48,225 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0534, loss: 1.0534 +2025-05-30 13:15:30,754 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:14:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0406, loss: 1.0406 +2025-05-30 13:16:13,356 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-30 13:16:55,964 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-30 13:17:38,562 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-05-30 13:17:41,602 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-30 13:18:56,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:18:57,007 - pyskl - INFO - +top1_acc 0.9102 +top5_acc 0.9873 +2025-05-30 13:18:57,009 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9102, top5_acc: 0.9873 +2025-05-30 13:20:00,936 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:11:51, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2025-05-30 13:20:43,574 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-30 13:21:26,316 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0299, loss: 1.0299 +2025-05-30 13:22:09,055 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-30 13:22:51,810 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:08:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0581, loss: 1.0581 +2025-05-30 13:23:34,473 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0241, loss: 1.0241 +2025-05-30 13:24:17,191 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0310, loss: 1.0310 +2025-05-30 13:24:59,875 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:06:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-05-30 13:25:42,607 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0441, loss: 1.0441 +2025-05-30 13:26:25,386 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-05-30 13:27:08,132 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9865, loss: 0.9865 +2025-05-30 13:27:50,853 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:03:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0787, loss: 1.0787 +2025-05-30 13:28:33,703 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0551, loss: 1.0551 +2025-05-30 13:29:16,683 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-05-30 13:29:59,486 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0237, loss: 1.0237 +2025-05-30 13:30:42,170 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:00:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-05-30 13:31:24,836 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2025-05-30 13:32:07,456 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-30 13:32:50,056 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:58:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0427, loss: 1.0427 +2025-05-30 13:33:32,444 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 +2025-05-30 13:34:15,074 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2025-05-30 13:34:57,416 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:38, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0848, loss: 1.0848 +2025-05-30 13:35:40,027 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:55:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-30 13:36:22,584 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-30 13:37:05,181 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-05-30 13:37:08,212 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-30 13:38:24,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:38:24,399 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9867 +2025-05-30 13:38:24,402 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9091, top5_acc: 0.9867 +2025-05-30 13:39:28,584 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:42, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-05-30 13:40:11,207 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:52:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-30 13:40:53,759 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-30 13:41:36,239 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-30 13:42:18,965 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:50:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0283, loss: 1.0283 +2025-05-30 13:43:01,786 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0501, loss: 1.0501 +2025-05-30 13:43:44,646 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0454, loss: 1.0454 +2025-05-30 13:44:27,337 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-30 13:45:10,068 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:47:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0446, loss: 1.0446 +2025-05-30 13:45:52,926 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0402, loss: 1.0402 +2025-05-30 13:46:35,753 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-05-30 13:47:18,526 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0100, loss: 1.0100 +2025-05-30 13:48:01,349 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 +2025-05-30 13:48:44,123 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0576, loss: 1.0576 +2025-05-30 13:49:26,876 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-30 13:50:09,679 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:42:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0569, loss: 1.0569 +2025-05-30 13:50:52,369 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0329, loss: 1.0329 +2025-05-30 13:51:35,055 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0527, loss: 1.0527 +2025-05-30 13:52:17,733 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0511, loss: 1.0511 +2025-05-30 13:53:00,476 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:39:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-05-30 13:53:43,256 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-05-30 13:54:26,019 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-30 13:55:08,827 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0590, loss: 1.0590 +2025-05-30 13:55:51,544 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0271, loss: 1.0271 +2025-05-30 13:56:34,436 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-05-30 13:56:37,548 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-30 13:57:53,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:57:53,465 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9859 +2025-05-30 13:57:53,467 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9091, top5_acc: 0.9859 +2025-05-30 13:58:57,504 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:33, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0409, loss: 1.0409 +2025-05-30 13:59:40,147 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-05-30 14:00:22,829 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0191, loss: 1.0191 +2025-05-30 14:01:05,511 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-05-30 14:01:48,160 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-30 14:02:30,845 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:31:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0658, loss: 1.0658 +2025-05-30 14:03:13,609 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0764, loss: 1.0764 +2025-05-30 14:03:56,319 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0475, loss: 1.0475 +2025-05-30 14:04:38,960 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-30 14:05:21,658 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0496, loss: 1.0496 +2025-05-30 14:06:04,296 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-30 14:06:46,952 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-30 14:07:29,636 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-30 14:08:12,328 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-05-30 14:08:55,071 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 +2025-05-30 14:09:37,827 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0514, loss: 1.0514 +2025-05-30 14:10:20,520 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:23:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0028, loss: 1.0028 +2025-05-30 14:11:03,201 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0410, loss: 1.0410 +2025-05-30 14:11:45,972 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0534, loss: 1.0534 +2025-05-30 14:12:28,705 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0706, loss: 1.0706 +2025-05-30 14:13:11,445 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0196, loss: 1.0196 +2025-05-30 14:13:54,124 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0060, loss: 1.0060 +2025-05-30 14:14:36,746 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0419, loss: 1.0419 +2025-05-30 14:15:19,533 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0109, loss: 1.0109 +2025-05-30 14:16:02,319 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0574, loss: 1.0574 +2025-05-30 14:16:05,389 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-30 14:17:21,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:17:21,303 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9872 +2025-05-30 14:17:21,355 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_145.pth was removed +2025-05-30 14:17:22,406 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-05-30 14:17:22,407 - pyskl - INFO - Best top1_acc is 0.9113 at 149 epoch. +2025-05-30 14:17:22,410 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9113, top5_acc: 0.9872 +2025-05-30 14:18:26,428 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:25, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0083, loss: 1.0083 +2025-05-30 14:19:09,148 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-30 14:19:51,846 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:15:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-30 14:20:34,540 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-05-30 14:21:17,250 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-30 14:21:59,912 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0411, loss: 1.0411 +2025-05-30 14:22:42,634 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-05-30 14:23:25,335 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0490, loss: 1.0490 +2025-05-30 14:24:08,014 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0388, loss: 1.0388 +2025-05-30 14:24:50,656 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-05-30 14:25:33,308 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0450, loss: 1.0450 +2025-05-30 14:26:15,964 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0384, loss: 1.0384 +2025-05-30 14:26:58,652 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-30 14:27:41,404 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0354, loss: 1.0354 +2025-05-30 14:28:24,294 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-30 14:29:07,395 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0888, loss: 1.0888 +2025-05-30 14:29:50,308 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 +2025-05-30 14:30:33,111 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-05-30 14:31:15,894 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0718, loss: 1.0718 +2025-05-30 14:31:58,701 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0624, loss: 1.0624 +2025-05-30 14:32:41,465 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0605, loss: 1.0605 +2025-05-30 14:33:24,181 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-05-30 14:34:06,945 - 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: 1.0685, loss: 1.0685 +2025-05-30 14:34:49,613 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0091, loss: 1.0091 +2025-05-30 14:35:32,382 - 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: 1.0332, loss: 1.0332 +2025-05-30 14:35:35,473 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-30 14:36:51,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:36:51,269 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9868 +2025-05-30 14:36:51,271 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9108, top5_acc: 0.9868 +2025-05-30 14:36:59,470 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-30 14:46:17,501 - pyskl - INFO - Testing results of the last checkpoint +2025-05-30 14:46:17,501 - pyskl - INFO - top1_acc: 0.9168 +2025-05-30 14:46:17,501 - pyskl - INFO - top5_acc: 0.9884 +2025-05-30 14:46:17,502 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_149.pth +2025-05-30 14:55:36,361 - pyskl - INFO - Testing results of the best checkpoint +2025-05-30 14:55:36,362 - pyskl - INFO - top1_acc: 0.9162 +2025-05-30 14:55:36,362 - pyskl - INFO - top5_acc: 0.9882