diff --git "a/ntu120_xset/b_1/20250503_153832.log" "b/ntu120_xset/b_1/20250503_153832.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/b_1/20250503_153832.log" @@ -0,0 +1,6355 @@ +2025-05-03 15:38:32,272 - 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+ +------------------------------------------------------------ + +2025-05-03 15:38:32,619 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/b_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/b_1', + interval_epoch=10, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_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) + +2025-05-03 15:38:32,620 - pyskl - INFO - Set random seed to 906277410, deterministic: False +2025-05-03 15:38:46,341 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-05-03 15:38:55,692 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-05-03 15:38:55,733 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1 +2025-05-03 15:38:55,733 - 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 + -------------------- +2025-05-03 15:38:55,734 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-03 15:38:55,734 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1 by HardDiskBackend. +2025-05-03 15:40:05,156 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 2:28:03, time: 0.694, data_time: 0.234, memory: 13267, top1_acc: 0.0150, top5_acc: 0.0638, loss_cls: 14.0989, loss: 14.0989 +2025-05-03 15:40:50,263 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 9:12:34, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0169, top5_acc: 0.0775, loss_cls: 11.6250, loss: 11.6250 +2025-05-03 15:41:35,327 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 3:25:39, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0156, top5_acc: 0.0762, loss_cls: 11.4953, loss: 11.4953 +2025-05-03 15:42:20,473 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 0:33:35, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0163, top5_acc: 0.0819, loss_cls: 11.2559, loss: 11.2559 +2025-05-03 15:43:05,573 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 22:49:15, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0206, top5_acc: 0.0881, loss_cls: 11.2109, loss: 11.2109 +2025-05-03 15:43:50,714 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 21:40:01, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0213, top5_acc: 0.0956, loss_cls: 11.1339, loss: 11.1339 +2025-05-03 15:44:35,887 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 20:50:45, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0944, loss_cls: 11.1060, loss: 11.1060 +2025-05-03 15:45:21,078 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 20:13:48, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0244, top5_acc: 0.0988, loss_cls: 11.0826, loss: 11.0826 +2025-05-03 15:46:06,305 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 19:45:14, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0269, top5_acc: 0.1175, loss_cls: 10.9787, loss: 10.9787 +2025-05-03 15:46:51,564 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 19:22:30, time: 0.453, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1412, loss_cls: 10.7842, loss: 10.7842 +2025-05-03 15:47:36,760 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 19:03:17, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0331, top5_acc: 0.1350, loss_cls: 10.8149, loss: 10.8149 +2025-05-03 15:48:21,919 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 18:46:52, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0369, top5_acc: 0.1519, loss_cls: 10.6864, loss: 10.6864 +2025-05-03 15:49:07,050 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 18:32:41, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0450, top5_acc: 0.1925, loss_cls: 10.5460, loss: 10.5460 +2025-05-03 15:49:52,295 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 18:21:07, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0431, top5_acc: 0.1775, loss_cls: 10.5782, loss: 10.5782 +2025-05-03 15:50:37,786 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 18:12:23, time: 0.455, data_time: 0.000, memory: 13267, top1_acc: 0.0425, top5_acc: 0.1819, loss_cls: 10.4705, loss: 10.4705 +2025-05-03 15:51:23,090 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 18:03:39, time: 0.453, data_time: 0.000, memory: 13267, top1_acc: 0.0456, top5_acc: 0.1856, loss_cls: 10.4353, loss: 10.4353 +2025-05-03 15:52:08,471 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 17:56:14, time: 0.454, data_time: 0.000, memory: 13267, top1_acc: 0.0450, top5_acc: 0.2013, loss_cls: 10.3166, loss: 10.3166 +2025-05-03 15:52:53,880 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 17:49:42, time: 0.454, data_time: 0.000, memory: 13267, top1_acc: 0.0525, top5_acc: 0.2213, loss_cls: 10.1975, loss: 10.1975 +2025-05-03 15:53:39,152 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 17:43:09, time: 0.453, data_time: 0.000, memory: 13267, top1_acc: 0.0531, top5_acc: 0.2419, loss_cls: 10.1633, loss: 10.1633 +2025-05-03 15:54:24,368 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 17:36:58, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0725, top5_acc: 0.2537, loss_cls: 10.1204, loss: 10.1204 +2025-05-03 15:55:09,694 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 17:31:43, time: 0.453, data_time: 0.000, memory: 13267, top1_acc: 0.0669, top5_acc: 0.2700, loss_cls: 9.9648, loss: 9.9648 +2025-05-03 15:55:54,931 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 17:26:33, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0775, top5_acc: 0.2825, loss_cls: 9.9848, loss: 9.9848 +2025-05-03 15:56:40,099 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 17:21:30, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0669, top5_acc: 0.2781, loss_cls: 9.8719, loss: 9.8719 +2025-05-03 15:57:25,236 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 17:16:43, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0731, top5_acc: 0.2900, loss_cls: 9.7858, loss: 9.7858 +2025-05-03 15:58:10,396 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 17:12:19, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0769, top5_acc: 0.3063, loss_cls: 9.7098, loss: 9.7098 +2025-05-03 15:58:55,560 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 17:08:13, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.0969, top5_acc: 0.3319, loss_cls: 9.5557, loss: 9.5557 +2025-05-03 15:59:40,678 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 17:04:13, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0788, top5_acc: 0.3187, loss_cls: 9.5610, loss: 9.5610 +2025-05-03 16:00:25,764 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 17:00:22, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.0994, top5_acc: 0.3438, loss_cls: 9.5159, loss: 9.5159 +2025-05-03 16:01:10,852 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 16:56:43, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.1031, top5_acc: 0.3750, loss_cls: 9.3876, loss: 9.3876 +2025-05-03 16:01:56,003 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 16:53:27, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.1144, top5_acc: 0.3881, loss_cls: 9.3311, loss: 9.3311 +2025-05-03 16:02:41,169 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 16:50:23, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.1100, top5_acc: 0.3900, loss_cls: 9.3254, loss: 9.3254 +2025-05-03 16:03:26,316 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 16:47:25, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.1138, top5_acc: 0.4044, loss_cls: 9.1214, loss: 9.1214 +2025-05-03 16:04:11,503 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 16:44:40, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.1381, top5_acc: 0.4131, loss_cls: 9.0818, loss: 9.0818 +2025-05-03 16:04:56,748 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 16:42:12, time: 0.452, data_time: 0.000, memory: 13267, top1_acc: 0.1281, top5_acc: 0.4281, loss_cls: 9.0008, loss: 9.0008 +2025-05-03 16:04:59,424 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-03 16:09:12,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 16:09:13,042 - pyskl - INFO - +top1_acc 0.1195 +top5_acc 0.4058 +2025-05-03 16:09:14,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-03 16:09:14,198 - pyskl - INFO - Best top1_acc is 0.1195 at 1 epoch. +2025-05-03 16:09:14,223 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.1195, top5_acc: 0.4058 +2025-05-03 16:10:23,398 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 17:31:57, time: 0.692, data_time: 0.237, memory: 13268, top1_acc: 0.1306, top5_acc: 0.4313, loss_cls: 9.0174, loss: 9.0174 +2025-05-03 16:11:08,846 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 17:28:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.1338, top5_acc: 0.4450, loss_cls: 8.9372, loss: 8.9372 +2025-05-03 16:11:54,255 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 17:25:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.1294, top5_acc: 0.4263, loss_cls: 8.9703, loss: 8.9703 +2025-05-03 16:12:39,828 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 17:22:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.1412, top5_acc: 0.4512, loss_cls: 8.9260, loss: 8.9260 +2025-05-03 16:13:25,179 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 17:19:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.1531, top5_acc: 0.4738, loss_cls: 8.8013, loss: 8.8013 +2025-05-03 16:14:10,418 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 17:16:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1369, top5_acc: 0.4606, loss_cls: 8.9704, loss: 8.9704 +2025-05-03 16:14:55,591 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 17:13:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1494, top5_acc: 0.4731, loss_cls: 8.7615, loss: 8.7615 +2025-05-03 16:15:40,734 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 17:09:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.1494, top5_acc: 0.4819, loss_cls: 8.7980, loss: 8.7980 +2025-05-03 16:16:25,820 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 17:06:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.1569, top5_acc: 0.4738, loss_cls: 8.8028, loss: 8.8028 +2025-05-03 16:17:10,964 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 17:03:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.1631, top5_acc: 0.4813, loss_cls: 8.7312, loss: 8.7312 +2025-05-03 16:17:56,175 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 17:01:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1787, top5_acc: 0.5150, loss_cls: 8.6191, loss: 8.6191 +2025-05-03 16:18:41,363 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 16:58:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1600, top5_acc: 0.5150, loss_cls: 8.5753, loss: 8.5753 +2025-05-03 16:19:26,570 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 16:55:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1781, top5_acc: 0.5144, loss_cls: 8.5888, loss: 8.5888 +2025-05-03 16:20:11,524 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 16:52:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.1825, top5_acc: 0.5169, loss_cls: 8.5084, loss: 8.5084 +2025-05-03 16:20:56,663 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 16:50:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.1675, top5_acc: 0.5200, loss_cls: 8.4984, loss: 8.4984 +2025-05-03 16:21:41,864 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 16:48:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1881, top5_acc: 0.5306, loss_cls: 8.5398, loss: 8.5398 +2025-05-03 16:22:27,032 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 16:45:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1994, top5_acc: 0.5500, loss_cls: 8.5027, loss: 8.5027 +2025-05-03 16:23:12,344 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 16:43:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.2013, top5_acc: 0.5506, loss_cls: 8.4022, loss: 8.4022 +2025-05-03 16:23:57,510 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 16:41:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.1938, top5_acc: 0.5475, loss_cls: 8.3763, loss: 8.3763 +2025-05-03 16:24:43,084 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 16:39:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2162, top5_acc: 0.5594, loss_cls: 8.3208, loss: 8.3208 +2025-05-03 16:25:28,707 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 16:38:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2181, top5_acc: 0.5950, loss_cls: 8.3052, loss: 8.3052 +2025-05-03 16:26:14,122 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 16:36:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2281, top5_acc: 0.5750, loss_cls: 8.2419, loss: 8.2419 +2025-05-03 16:26:59,710 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 16:35:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2213, top5_acc: 0.5775, loss_cls: 8.2604, loss: 8.2604 +2025-05-03 16:27:45,283 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 16:33:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2269, top5_acc: 0.6038, loss_cls: 8.1035, loss: 8.1035 +2025-05-03 16:28:30,610 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 16:31:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.2281, top5_acc: 0.5744, loss_cls: 8.1699, loss: 8.1699 +2025-05-03 16:29:15,819 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 16:30:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2319, top5_acc: 0.6038, loss_cls: 8.0944, loss: 8.0944 +2025-05-03 16:30:01,042 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 16:28:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2431, top5_acc: 0.6044, loss_cls: 8.2071, loss: 8.2071 +2025-05-03 16:30:46,310 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 16:26:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.2531, top5_acc: 0.6231, loss_cls: 8.0357, loss: 8.0357 +2025-05-03 16:31:31,560 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 16:24:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2537, top5_acc: 0.6125, loss_cls: 7.9273, loss: 7.9273 +2025-05-03 16:32:16,937 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 16:23:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2569, top5_acc: 0.6381, loss_cls: 7.8814, loss: 7.8814 +2025-05-03 16:33:02,266 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 16:21:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.2500, top5_acc: 0.6438, loss_cls: 7.7314, loss: 7.7314 +2025-05-03 16:33:47,505 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 16:19:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2650, top5_acc: 0.6294, loss_cls: 7.9053, loss: 7.9053 +2025-05-03 16:34:32,730 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 16:18:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.2637, top5_acc: 0.6531, loss_cls: 7.7741, loss: 7.7741 +2025-05-03 16:35:18,115 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 16:16:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2694, top5_acc: 0.6569, loss_cls: 7.7978, loss: 7.7978 +2025-05-03 16:35:20,777 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-03 16:39:30,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 16:39:31,222 - pyskl - INFO - +top1_acc 0.2135 +top5_acc 0.5573 +2025-05-03 16:39:31,285 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_1.pth was removed +2025-05-03 16:39:32,441 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-03 16:39:32,443 - pyskl - INFO - Best top1_acc is 0.2135 at 2 epoch. +2025-05-03 16:39:32,469 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.2135, top5_acc: 0.5573 +2025-05-03 16:40:41,356 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 16:41:10, time: 0.689, data_time: 0.235, memory: 13268, top1_acc: 0.2925, top5_acc: 0.6594, loss_cls: 7.7420, loss: 7.7420 +2025-05-03 16:41:26,710 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 16:39:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2612, top5_acc: 0.6556, loss_cls: 7.7639, loss: 7.7639 +2025-05-03 16:42:12,229 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 16:37:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.2762, top5_acc: 0.6719, loss_cls: 7.7623, loss: 7.7623 +2025-05-03 16:42:57,658 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 16:36:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2894, top5_acc: 0.6744, loss_cls: 7.5792, loss: 7.5792 +2025-05-03 16:43:43,035 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 16:34:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.3094, top5_acc: 0.6763, loss_cls: 7.6311, loss: 7.6311 +2025-05-03 16:44:28,629 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 16:32:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.2769, top5_acc: 0.6756, loss_cls: 7.7026, loss: 7.7026 +2025-05-03 16:45:14,052 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 16:31:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2956, top5_acc: 0.6906, loss_cls: 7.6861, loss: 7.6861 +2025-05-03 16:45:59,425 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 16:29:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.2938, top5_acc: 0.7144, loss_cls: 7.4836, loss: 7.4836 +2025-05-03 16:46:44,794 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 16:28:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.3200, top5_acc: 0.7044, loss_cls: 7.5441, loss: 7.5441 +2025-05-03 16:47:30,150 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 16:26:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.3125, top5_acc: 0.7150, loss_cls: 7.4989, loss: 7.4989 +2025-05-03 16:48:15,483 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 16:24:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3063, top5_acc: 0.7106, loss_cls: 7.5025, loss: 7.5025 +2025-05-03 16:49:00,859 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 16:23:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.3000, top5_acc: 0.6906, loss_cls: 7.5200, loss: 7.5200 +2025-05-03 16:49:46,071 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 16:21:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3294, top5_acc: 0.7262, loss_cls: 7.4341, loss: 7.4341 +2025-05-03 16:50:31,384 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 16:20:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3381, top5_acc: 0.7312, loss_cls: 7.3453, loss: 7.3453 +2025-05-03 16:51:16,694 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 16:18:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3475, top5_acc: 0.7362, loss_cls: 7.2121, loss: 7.2121 +2025-05-03 16:52:01,962 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 16:16:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3319, top5_acc: 0.7100, loss_cls: 7.3832, loss: 7.3832 +2025-05-03 16:52:47,218 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 16:15:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3412, top5_acc: 0.7238, loss_cls: 7.2704, loss: 7.2704 +2025-05-03 16:53:32,465 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 16:13:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3525, top5_acc: 0.7419, loss_cls: 7.2291, loss: 7.2291 +2025-05-03 16:54:17,726 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 16:12:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3644, top5_acc: 0.7456, loss_cls: 7.2290, loss: 7.2290 +2025-05-03 16:55:02,956 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 16:10:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3719, top5_acc: 0.7625, loss_cls: 7.1289, loss: 7.1289 +2025-05-03 16:55:48,230 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 16:09:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3681, top5_acc: 0.7550, loss_cls: 7.1203, loss: 7.1203 +2025-05-03 16:56:33,540 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 16:07:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3656, top5_acc: 0.7519, loss_cls: 7.1883, loss: 7.1883 +2025-05-03 16:57:18,873 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 16:06:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3494, top5_acc: 0.7369, loss_cls: 7.3019, loss: 7.3019 +2025-05-03 16:58:04,136 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 16:05:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3669, top5_acc: 0.7562, loss_cls: 7.1099, loss: 7.1099 +2025-05-03 16:58:49,359 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 16:03:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3794, top5_acc: 0.7519, loss_cls: 7.1002, loss: 7.1002 +2025-05-03 16:59:34,634 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 16:02:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3837, top5_acc: 0.7669, loss_cls: 7.0951, loss: 7.0951 +2025-05-03 17:00:19,875 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 16:00:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3962, top5_acc: 0.7831, loss_cls: 6.8716, loss: 6.8716 +2025-05-03 17:01:05,083 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 15:59:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.3738, top5_acc: 0.7606, loss_cls: 7.0287, loss: 7.0287 +2025-05-03 17:01:50,340 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 15:57:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.3781, top5_acc: 0.7488, loss_cls: 7.0758, loss: 7.0758 +2025-05-03 17:02:35,486 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 15:56:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4000, top5_acc: 0.7756, loss_cls: 6.8574, loss: 6.8574 +2025-05-03 17:03:20,544 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 15:54:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4281, top5_acc: 0.8031, loss_cls: 6.7016, loss: 6.7016 +2025-05-03 17:04:05,697 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 15:53:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4056, top5_acc: 0.7831, loss_cls: 6.8387, loss: 6.8387 +2025-05-03 17:04:50,959 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 15:52:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4200, top5_acc: 0.7750, loss_cls: 6.8636, loss: 6.8636 +2025-05-03 17:05:36,394 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 15:51:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4369, top5_acc: 0.7937, loss_cls: 6.7404, loss: 6.7404 +2025-05-03 17:05:39,257 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-03 17:09:52,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 17:09:52,636 - pyskl - INFO - +top1_acc 0.4070 +top5_acc 0.7930 +2025-05-03 17:09:52,710 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_2.pth was removed +2025-05-03 17:09:53,902 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-03 17:09:53,904 - pyskl - INFO - Best top1_acc is 0.4070 at 3 epoch. +2025-05-03 17:09:53,938 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.4070, top5_acc: 0.7930 +2025-05-03 17:11:02,592 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 16:06:46, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.4431, top5_acc: 0.8006, loss_cls: 6.6930, loss: 6.6930 +2025-05-03 17:11:47,704 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 16:05:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4381, top5_acc: 0.8000, loss_cls: 6.6701, loss: 6.6701 +2025-05-03 17:12:32,874 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 16:03:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4600, top5_acc: 0.8087, loss_cls: 6.6392, loss: 6.6392 +2025-05-03 17:13:17,953 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 16:02:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4531, top5_acc: 0.8213, loss_cls: 6.5188, loss: 6.5188 +2025-05-03 17:14:03,062 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 16:00:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4469, top5_acc: 0.7950, loss_cls: 6.7162, loss: 6.7162 +2025-05-03 17:14:48,279 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 15:59:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4475, top5_acc: 0.8025, loss_cls: 6.5329, loss: 6.5329 +2025-05-03 17:15:33,531 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 15:57:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4469, top5_acc: 0.7950, loss_cls: 6.7267, loss: 6.7267 +2025-05-03 17:16:18,888 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 15:56:26, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4531, top5_acc: 0.8194, loss_cls: 6.6341, loss: 6.6341 +2025-05-03 17:17:04,296 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 15:55:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4500, top5_acc: 0.8194, loss_cls: 6.6370, loss: 6.6370 +2025-05-03 17:17:49,759 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 15:53:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.4525, top5_acc: 0.8044, loss_cls: 6.4776, loss: 6.4776 +2025-05-03 17:18:35,121 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 15:52:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4400, top5_acc: 0.8081, loss_cls: 6.6049, loss: 6.6049 +2025-05-03 17:19:20,386 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 15:51:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4619, top5_acc: 0.8331, loss_cls: 6.4802, loss: 6.4802 +2025-05-03 17:20:05,594 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 15:49:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4881, top5_acc: 0.8325, loss_cls: 6.3712, loss: 6.3712 +2025-05-03 17:20:50,837 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 15:48:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4681, top5_acc: 0.8156, loss_cls: 6.4890, loss: 6.4890 +2025-05-03 17:21:36,270 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 15:47:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4681, top5_acc: 0.8137, loss_cls: 6.4511, loss: 6.4511 +2025-05-03 17:22:21,633 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 15:46:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8225, loss_cls: 6.4132, loss: 6.4132 +2025-05-03 17:23:06,943 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 15:44:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4869, top5_acc: 0.8406, loss_cls: 6.3515, loss: 6.3515 +2025-05-03 17:23:52,203 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 15:43:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8300, loss_cls: 6.2718, loss: 6.2718 +2025-05-03 17:24:37,479 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 15:42:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8300, loss_cls: 6.4007, loss: 6.4007 +2025-05-03 17:25:22,834 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 15:41:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4813, top5_acc: 0.8331, loss_cls: 6.3647, loss: 6.3647 +2025-05-03 17:26:08,239 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 15:40:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4888, top5_acc: 0.8150, loss_cls: 6.3853, loss: 6.3853 +2025-05-03 17:26:53,528 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 15:38:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4944, top5_acc: 0.8406, loss_cls: 6.3699, loss: 6.3699 +2025-05-03 17:27:38,706 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 15:37:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4831, top5_acc: 0.8469, loss_cls: 6.3209, loss: 6.3209 +2025-05-03 17:28:24,022 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 15:36:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.4738, top5_acc: 0.8369, loss_cls: 6.3150, loss: 6.3150 +2025-05-03 17:29:09,259 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 15:35:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.4994, top5_acc: 0.8456, loss_cls: 6.2548, loss: 6.2548 +2025-05-03 17:29:54,559 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 15:33:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5100, top5_acc: 0.8419, loss_cls: 6.2690, loss: 6.2690 +2025-05-03 17:30:40,116 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 15:32:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5175, top5_acc: 0.8588, loss_cls: 6.0501, loss: 6.0501 +2025-05-03 17:31:25,503 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 15:31:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5112, top5_acc: 0.8325, loss_cls: 6.2368, loss: 6.2368 +2025-05-03 17:32:10,875 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 15:30:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8381, loss_cls: 6.1578, loss: 6.1578 +2025-05-03 17:32:56,050 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 15:29:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8544, loss_cls: 6.0998, loss: 6.0998 +2025-05-03 17:33:41,374 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 15:28:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5325, top5_acc: 0.8550, loss_cls: 6.0214, loss: 6.0214 +2025-05-03 17:34:26,777 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 15:27:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5300, top5_acc: 0.8544, loss_cls: 6.1024, loss: 6.1024 +2025-05-03 17:35:12,362 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 15:26:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.5413, top5_acc: 0.8594, loss_cls: 5.9276, loss: 5.9276 +2025-05-03 17:35:57,771 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 15:25:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5269, top5_acc: 0.8494, loss_cls: 6.0080, loss: 6.0080 +2025-05-03 17:36:00,501 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-03 17:40:13,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 17:40:14,252 - pyskl - INFO - +top1_acc 0.5136 +top5_acc 0.8415 +2025-05-03 17:40:14,322 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_3.pth was removed +2025-05-03 17:40:15,513 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-03 17:40:15,515 - pyskl - INFO - Best top1_acc is 0.5136 at 4 epoch. +2025-05-03 17:40:15,539 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5136, top5_acc: 0.8415 +2025-05-03 17:41:24,025 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 15:36:30, time: 0.685, data_time: 0.234, memory: 13268, top1_acc: 0.5437, top5_acc: 0.8625, loss_cls: 5.9319, loss: 5.9319 +2025-05-03 17:42:09,237 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 15:35:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8719, loss_cls: 5.9583, loss: 5.9583 +2025-05-03 17:42:54,445 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 15:33:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8625, loss_cls: 5.9686, loss: 5.9686 +2025-05-03 17:43:39,707 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 15:32:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5231, top5_acc: 0.8531, loss_cls: 6.0314, loss: 6.0314 +2025-05-03 17:44:25,048 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 15:31:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8675, loss_cls: 5.9825, loss: 5.9825 +2025-05-03 17:45:10,375 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 15:30:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5425, top5_acc: 0.8612, loss_cls: 5.9556, loss: 5.9556 +2025-05-03 17:45:55,617 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 15:29:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5575, top5_acc: 0.8694, loss_cls: 5.8527, loss: 5.8527 +2025-05-03 17:46:41,143 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 15:28:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5663, top5_acc: 0.8781, loss_cls: 5.7552, loss: 5.7552 +2025-05-03 17:47:26,575 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 15:26:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8506, loss_cls: 5.9651, loss: 5.9651 +2025-05-03 17:48:12,061 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 15:25:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8712, loss_cls: 5.8819, loss: 5.8819 +2025-05-03 17:48:57,407 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 15:24:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8719, loss_cls: 5.8504, loss: 5.8504 +2025-05-03 17:49:42,881 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 15:23:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5637, top5_acc: 0.8788, loss_cls: 5.8298, loss: 5.8298 +2025-05-03 17:50:28,215 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 15:22:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8781, loss_cls: 5.7597, loss: 5.7597 +2025-05-03 17:51:13,477 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 15:21:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8638, loss_cls: 5.7801, loss: 5.7801 +2025-05-03 17:51:58,766 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 15:20:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5406, top5_acc: 0.8575, loss_cls: 5.9363, loss: 5.9363 +2025-05-03 17:52:44,150 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 15:19:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8762, loss_cls: 5.7440, loss: 5.7440 +2025-05-03 17:53:29,566 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 15:17:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8850, loss_cls: 5.6352, loss: 5.6352 +2025-05-03 17:54:14,927 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 15:16:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5675, top5_acc: 0.8712, loss_cls: 5.7806, loss: 5.7806 +2025-05-03 17:55:00,277 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 15:15:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5694, top5_acc: 0.8788, loss_cls: 5.6914, loss: 5.6914 +2025-05-03 17:55:45,695 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 15:14:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8875, loss_cls: 5.6308, loss: 5.6308 +2025-05-03 17:56:31,027 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 15:13:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8675, loss_cls: 5.7171, loss: 5.7171 +2025-05-03 17:57:16,504 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 15:12:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.5744, top5_acc: 0.8756, loss_cls: 5.7934, loss: 5.7934 +2025-05-03 17:58:01,738 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 15:11:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8781, loss_cls: 5.6967, loss: 5.6967 +2025-05-03 17:58:47,000 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 15:10:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8888, loss_cls: 5.6495, loss: 5.6495 +2025-05-03 17:59:32,282 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 15:09:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8831, loss_cls: 5.5980, loss: 5.5980 +2025-05-03 18:00:17,614 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 15:08:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6012, top5_acc: 0.8856, loss_cls: 5.5809, loss: 5.5809 +2025-05-03 18:01:02,982 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 15:06:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8750, loss_cls: 5.6824, loss: 5.6824 +2025-05-03 18:01:48,365 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 15:05:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8712, loss_cls: 5.8460, loss: 5.8460 +2025-05-03 18:02:33,633 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 15:04:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8850, loss_cls: 5.6857, loss: 5.6857 +2025-05-03 18:03:18,992 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 15:03:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8938, loss_cls: 5.5229, loss: 5.5229 +2025-05-03 18:04:04,504 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 15:02:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9050, loss_cls: 5.3983, loss: 5.3983 +2025-05-03 18:04:49,839 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 15:01:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8850, loss_cls: 5.6499, loss: 5.6499 +2025-05-03 18:05:35,139 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 15:00:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8819, loss_cls: 5.4929, loss: 5.4929 +2025-05-03 18:06:20,553 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 14:59:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8875, loss_cls: 5.4368, loss: 5.4368 +2025-05-03 18:06:23,300 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-03 18:10:33,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 18:10:33,865 - pyskl - INFO - +top1_acc 0.5694 +top5_acc 0.8696 +2025-05-03 18:10:33,927 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_4.pth was removed +2025-05-03 18:10:35,048 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-03 18:10:35,050 - pyskl - INFO - Best top1_acc is 0.5694 at 5 epoch. +2025-05-03 18:10:35,074 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5694, top5_acc: 0.8696 +2025-05-03 18:11:44,254 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 15:08:53, time: 0.692, data_time: 0.238, memory: 13268, top1_acc: 0.6006, top5_acc: 0.9062, loss_cls: 5.4818, loss: 5.4818 +2025-05-03 18:12:29,442 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 15:07:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.8938, loss_cls: 5.4726, loss: 5.4726 +2025-05-03 18:13:14,734 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 15:06:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.9094, loss_cls: 5.3928, loss: 5.3928 +2025-05-03 18:14:00,026 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 15:05:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9181, loss_cls: 5.2790, loss: 5.2790 +2025-05-03 18:14:45,279 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 15:04:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8869, loss_cls: 5.5920, loss: 5.5920 +2025-05-03 18:15:30,543 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 15:03:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6069, top5_acc: 0.9031, loss_cls: 5.4015, loss: 5.4015 +2025-05-03 18:16:15,813 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 15:02:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.9000, loss_cls: 5.4333, loss: 5.4333 +2025-05-03 18:17:01,134 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 15:00:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9113, loss_cls: 5.3310, loss: 5.3310 +2025-05-03 18:17:46,419 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 14:59:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.9044, loss_cls: 5.4478, loss: 5.4478 +2025-05-03 18:18:31,682 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 14:58:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.9094, loss_cls: 5.2720, loss: 5.2720 +2025-05-03 18:19:16,979 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 14:57:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8975, loss_cls: 5.3901, loss: 5.3901 +2025-05-03 18:20:02,193 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 14:56:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6156, top5_acc: 0.8988, loss_cls: 5.4639, loss: 5.4639 +2025-05-03 18:20:47,380 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 14:55:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6056, top5_acc: 0.8988, loss_cls: 5.4480, loss: 5.4480 +2025-05-03 18:21:32,762 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 14:54:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.9087, loss_cls: 5.3420, loss: 5.3420 +2025-05-03 18:22:18,090 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 14:53:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.9000, loss_cls: 5.4812, loss: 5.4812 +2025-05-03 18:23:03,304 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 14:52:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.8956, loss_cls: 5.3950, loss: 5.3950 +2025-05-03 18:23:48,816 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 14:51:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8925, loss_cls: 5.2866, loss: 5.2866 +2025-05-03 18:24:34,089 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 14:50:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.9100, loss_cls: 5.3068, loss: 5.3068 +2025-05-03 18:25:19,389 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 14:49:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8925, loss_cls: 5.4615, loss: 5.4615 +2025-05-03 18:26:04,692 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 14:48:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6250, top5_acc: 0.9056, loss_cls: 5.1941, loss: 5.1941 +2025-05-03 18:26:49,958 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 14:46:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6119, top5_acc: 0.8956, loss_cls: 5.4071, loss: 5.4071 +2025-05-03 18:27:35,209 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 14:45:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.8912, loss_cls: 5.3154, loss: 5.3154 +2025-05-03 18:28:20,498 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 14:44:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9100, loss_cls: 5.1843, loss: 5.1843 +2025-05-03 18:29:05,743 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 14:43:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.9031, loss_cls: 5.3774, loss: 5.3774 +2025-05-03 18:29:51,039 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 14:42:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.8938, loss_cls: 5.3131, loss: 5.3131 +2025-05-03 18:30:36,332 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 14:41:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9144, loss_cls: 5.1832, loss: 5.1832 +2025-05-03 18:31:21,594 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 14:40:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.9044, loss_cls: 5.3467, loss: 5.3467 +2025-05-03 18:32:06,872 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 14:39:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9200, loss_cls: 5.1184, loss: 5.1184 +2025-05-03 18:32:52,173 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 14:38:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9025, loss_cls: 5.2095, loss: 5.2095 +2025-05-03 18:33:37,477 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 14:37:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.9081, loss_cls: 5.3220, loss: 5.3220 +2025-05-03 18:34:22,806 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 14:36:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.9012, loss_cls: 5.2572, loss: 5.2572 +2025-05-03 18:35:08,117 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 14:35:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.9012, loss_cls: 5.1929, loss: 5.1929 +2025-05-03 18:35:53,495 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 14:34:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9031, loss_cls: 5.2130, loss: 5.2130 +2025-05-03 18:36:38,830 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 14:33:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9094, loss_cls: 5.2218, loss: 5.2218 +2025-05-03 18:36:41,563 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-03 18:40:51,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 18:40:51,815 - pyskl - INFO - +top1_acc 0.6305 +top5_acc 0.9058 +2025-05-03 18:40:51,886 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_5.pth was removed +2025-05-03 18:40:53,249 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-03 18:40:53,251 - pyskl - INFO - Best top1_acc is 0.6305 at 6 epoch. +2025-05-03 18:40:53,274 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6305, top5_acc: 0.9058 +2025-05-03 18:42:02,172 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 14:40:53, time: 0.689, data_time: 0.239, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9087, loss_cls: 5.1592, loss: 5.1592 +2025-05-03 18:42:47,546 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 14:39:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9200, loss_cls: 5.1120, loss: 5.1120 +2025-05-03 18:43:32,991 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 14:38:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9300, loss_cls: 5.0075, loss: 5.0075 +2025-05-03 18:44:18,420 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 14:37:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9081, loss_cls: 5.2084, loss: 5.2084 +2025-05-03 18:45:03,547 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 14:36:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.9150, loss_cls: 5.2537, loss: 5.2537 +2025-05-03 18:45:48,783 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 14:35:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9281, loss_cls: 5.0780, loss: 5.0780 +2025-05-03 18:46:33,940 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 14:34:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9263, loss_cls: 5.1538, loss: 5.1538 +2025-05-03 18:47:19,054 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 14:33:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9194, loss_cls: 5.1050, loss: 5.1050 +2025-05-03 18:48:04,193 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 14:32:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9163, loss_cls: 5.0741, loss: 5.0741 +2025-05-03 18:48:49,373 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 14:31:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9194, loss_cls: 5.1378, loss: 5.1378 +2025-05-03 18:49:34,675 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 14:30:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9050, loss_cls: 5.1477, loss: 5.1477 +2025-05-03 18:50:19,885 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 14:29:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9225, loss_cls: 5.0793, loss: 5.0793 +2025-05-03 18:51:05,137 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 14:28:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9206, loss_cls: 5.1142, loss: 5.1142 +2025-05-03 18:51:50,349 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 14:27:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6469, top5_acc: 0.9169, loss_cls: 5.1843, loss: 5.1843 +2025-05-03 18:52:35,519 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 14:26:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9050, loss_cls: 5.0732, loss: 5.0732 +2025-05-03 18:53:20,761 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 14:24:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9081, loss_cls: 5.2215, loss: 5.2215 +2025-05-03 18:54:05,833 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 14:23:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9175, loss_cls: 5.1362, loss: 5.1362 +2025-05-03 18:54:50,760 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 14:22:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9156, loss_cls: 5.0882, loss: 5.0882 +2025-05-03 18:55:35,918 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 14:21:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9106, loss_cls: 5.0809, loss: 5.0809 +2025-05-03 18:56:21,210 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 14:20:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9200, loss_cls: 5.0283, loss: 5.0283 +2025-05-03 18:57:06,419 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 14:19:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9300, loss_cls: 4.8937, loss: 4.8937 +2025-05-03 18:57:51,574 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 14:18:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9137, loss_cls: 5.1670, loss: 5.1670 +2025-05-03 18:58:36,955 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 14:17:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9163, loss_cls: 5.2622, loss: 5.2622 +2025-05-03 18:59:22,431 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 14:16:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9119, loss_cls: 5.0610, loss: 5.0610 +2025-05-03 19:00:07,729 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 14:15:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9287, loss_cls: 5.0501, loss: 5.0501 +2025-05-03 19:00:53,014 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 14:14:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9269, loss_cls: 4.9521, loss: 4.9521 +2025-05-03 19:01:38,491 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 14:13:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9287, loss_cls: 5.0789, loss: 5.0789 +2025-05-03 19:02:23,932 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 14:12:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9075, loss_cls: 5.1132, loss: 5.1132 +2025-05-03 19:03:09,203 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 14:11:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9094, loss_cls: 5.0551, loss: 5.0551 +2025-05-03 19:03:54,470 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 14:10:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9206, loss_cls: 4.9737, loss: 4.9737 +2025-05-03 19:04:39,791 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 14:09:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9319, loss_cls: 5.0788, loss: 5.0788 +2025-05-03 19:05:25,074 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 14:08:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9050, loss_cls: 5.1330, loss: 5.1330 +2025-05-03 19:06:10,354 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 14:07:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9219, loss_cls: 4.9132, loss: 4.9132 +2025-05-03 19:06:55,684 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 14:06:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9213, loss_cls: 4.8934, loss: 4.8934 +2025-05-03 19:06:58,354 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-03 19:11:07,975 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 19:11:08,538 - pyskl - INFO - +top1_acc 0.6243 +top5_acc 0.8922 +2025-05-03 19:11:08,564 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6243, top5_acc: 0.8922 +2025-05-03 19:12:17,358 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 14:13:03, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9313, loss_cls: 4.9091, loss: 4.9091 +2025-05-03 19:13:02,416 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 14:11:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 4.9736, loss: 4.9736 +2025-05-03 19:13:47,531 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 14:10:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9375, loss_cls: 4.9847, loss: 4.9847 +2025-05-03 19:14:32,730 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 14:09:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9219, loss_cls: 4.9338, loss: 4.9338 +2025-05-03 19:15:17,979 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 14:08:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9269, loss_cls: 4.9292, loss: 4.9292 +2025-05-03 19:16:03,313 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 14:07:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9294, loss_cls: 4.8015, loss: 4.8015 +2025-05-03 19:16:48,582 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 14:06:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9337, loss_cls: 4.8460, loss: 4.8460 +2025-05-03 19:17:33,891 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 14:05:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9350, loss_cls: 4.7472, loss: 4.7472 +2025-05-03 19:18:19,155 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 14:04:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9237, loss_cls: 4.9934, loss: 4.9934 +2025-05-03 19:19:04,283 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 14:03:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9325, loss_cls: 4.8236, loss: 4.8236 +2025-05-03 19:19:49,422 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 14:02:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9369, loss_cls: 4.9317, loss: 4.9317 +2025-05-03 19:20:34,505 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 14:01:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9237, loss_cls: 4.9177, loss: 4.9177 +2025-05-03 19:21:19,574 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 14:00:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9206, loss_cls: 4.9649, loss: 4.9649 +2025-05-03 19:22:04,657 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 13:59:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9237, loss_cls: 4.9483, loss: 4.9483 +2025-05-03 19:22:49,687 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 13:58:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9187, loss_cls: 4.8726, loss: 4.8726 +2025-05-03 19:23:34,727 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 13:57:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9294, loss_cls: 4.7947, loss: 4.7947 +2025-05-03 19:24:19,815 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 13:56:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9313, loss_cls: 4.8417, loss: 4.8417 +2025-05-03 19:25:04,920 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 13:55:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9213, loss_cls: 4.9735, loss: 4.9735 +2025-05-03 19:25:50,064 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 13:54:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9281, loss_cls: 4.8995, loss: 4.8995 +2025-05-03 19:26:35,187 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 13:53:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9213, loss_cls: 4.9461, loss: 4.9461 +2025-05-03 19:27:20,216 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 13:52:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9181, loss_cls: 4.7595, loss: 4.7595 +2025-05-03 19:28:05,325 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 13:51:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9306, loss_cls: 4.8656, loss: 4.8656 +2025-05-03 19:28:50,348 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 13:50:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9369, loss_cls: 4.8165, loss: 4.8165 +2025-05-03 19:29:35,363 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 13:49:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9319, loss_cls: 4.8125, loss: 4.8125 +2025-05-03 19:30:20,332 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 13:48:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9206, loss_cls: 4.9814, loss: 4.9814 +2025-05-03 19:31:05,351 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 13:47:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9256, loss_cls: 4.7391, loss: 4.7391 +2025-05-03 19:31:50,358 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 13:46:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 4.7772, loss: 4.7772 +2025-05-03 19:32:35,295 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 13:44:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9225, loss_cls: 5.0232, loss: 5.0232 +2025-05-03 19:33:20,349 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 13:43:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9169, loss_cls: 4.8361, loss: 4.8361 +2025-05-03 19:34:05,430 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 13:42:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9237, loss_cls: 4.8231, loss: 4.8231 +2025-05-03 19:34:50,508 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 13:41:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9200, loss_cls: 4.8928, loss: 4.8928 +2025-05-03 19:35:35,633 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 13:40:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9231, loss_cls: 4.8628, loss: 4.8628 +2025-05-03 19:36:20,867 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 13:39:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9263, loss_cls: 4.7508, loss: 4.7508 +2025-05-03 19:37:05,940 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 13:38:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9313, loss_cls: 4.8052, loss: 4.8052 +2025-05-03 19:37:08,636 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-03 19:41:17,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 19:41:17,887 - pyskl - INFO - +top1_acc 0.6200 +top5_acc 0.8899 +2025-05-03 19:41:17,913 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6200, top5_acc: 0.8899 +2025-05-03 19:42:26,568 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 13:44:09, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9419, loss_cls: 4.7704, loss: 4.7704 +2025-05-03 19:43:11,779 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 13:43:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9394, loss_cls: 4.6681, loss: 4.6681 +2025-05-03 19:43:57,024 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 13:42:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9419, loss_cls: 4.8768, loss: 4.8768 +2025-05-03 19:44:42,343 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 13:41:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9306, loss_cls: 4.6944, loss: 4.6944 +2025-05-03 19:45:27,683 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 13:40:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 4.7413, loss: 4.7413 +2025-05-03 19:46:12,973 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 13:39:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9400, loss_cls: 4.6270, loss: 4.6270 +2025-05-03 19:46:58,213 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 13:38:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9306, loss_cls: 4.6988, loss: 4.6988 +2025-05-03 19:47:43,542 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 13:37:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9363, loss_cls: 4.7437, loss: 4.7437 +2025-05-03 19:48:28,940 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 13:36:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9313, loss_cls: 4.7567, loss: 4.7567 +2025-05-03 19:49:14,200 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 13:35:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9225, loss_cls: 4.8287, loss: 4.8287 +2025-05-03 19:49:59,538 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 13:34:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9344, loss_cls: 4.7510, loss: 4.7510 +2025-05-03 19:50:44,835 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 13:33:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9331, loss_cls: 4.8516, loss: 4.8516 +2025-05-03 19:51:30,202 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 13:32:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9369, loss_cls: 4.7541, loss: 4.7541 +2025-05-03 19:52:15,603 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 13:31:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9300, loss_cls: 4.8566, loss: 4.8566 +2025-05-03 19:53:00,930 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 13:30:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9313, loss_cls: 4.7045, loss: 4.7045 +2025-05-03 19:53:46,295 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 13:29:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9300, loss_cls: 4.7371, loss: 4.7371 +2025-05-03 19:54:31,587 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 13:28:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9250, loss_cls: 4.8119, loss: 4.8119 +2025-05-03 19:55:16,820 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 13:28:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9406, loss_cls: 4.6809, loss: 4.6809 +2025-05-03 19:56:02,043 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 13:27:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9281, loss_cls: 4.7951, loss: 4.7951 +2025-05-03 19:56:47,217 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 13:26:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9413, loss_cls: 4.6724, loss: 4.6724 +2025-05-03 19:57:32,373 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 13:25:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9319, loss_cls: 4.6656, loss: 4.6656 +2025-05-03 19:58:17,436 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 13:24:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 4.6607, loss: 4.6607 +2025-05-03 19:59:02,571 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 13:23:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 4.6567, loss: 4.6567 +2025-05-03 19:59:47,752 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 13:22:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 4.7628, loss: 4.7628 +2025-05-03 20:00:32,822 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 13:21:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9331, loss_cls: 4.8160, loss: 4.8160 +2025-05-03 20:01:17,965 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 13:20:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 4.6772, loss: 4.6772 +2025-05-03 20:02:03,057 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 13:19:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9256, loss_cls: 4.9341, loss: 4.9341 +2025-05-03 20:02:48,138 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 13:18:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9337, loss_cls: 4.7166, loss: 4.7166 +2025-05-03 20:03:33,302 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 13:17:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9325, loss_cls: 4.8102, loss: 4.8102 +2025-05-03 20:04:18,459 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 13:16:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9231, loss_cls: 4.8190, loss: 4.8190 +2025-05-03 20:05:03,686 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 13:15:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9387, loss_cls: 4.6463, loss: 4.6463 +2025-05-03 20:05:49,294 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 13:14:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9387, loss_cls: 4.7733, loss: 4.7733 +2025-05-03 20:06:34,571 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 13:13:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 4.6418, loss: 4.6418 +2025-05-03 20:07:19,934 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 13:12:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9281, loss_cls: 4.8034, loss: 4.8034 +2025-05-03 20:07:22,658 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-03 20:11:35,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 20:11:35,983 - pyskl - INFO - +top1_acc 0.6828 +top5_acc 0.9161 +2025-05-03 20:11:36,041 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_6.pth was removed +2025-05-03 20:11:37,192 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-03 20:11:37,194 - pyskl - INFO - Best top1_acc is 0.6828 at 9 epoch. +2025-05-03 20:11:37,220 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6828, top5_acc: 0.9161 +2025-05-03 20:12:45,859 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 13:17:10, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 4.5801, loss: 4.5801 +2025-05-03 20:13:31,155 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 13:16:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9437, loss_cls: 4.5756, loss: 4.5756 +2025-05-03 20:14:16,606 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 13:15:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.4935, loss: 4.4935 +2025-05-03 20:15:01,781 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 13:14:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 4.6215, loss: 4.6215 +2025-05-03 20:15:46,812 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 13:13:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9400, loss_cls: 4.5557, loss: 4.5557 +2025-05-03 20:16:32,029 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 13:12:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9444, loss_cls: 4.5858, loss: 4.5858 +2025-05-03 20:17:17,440 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 13:11:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 4.7459, loss: 4.7459 +2025-05-03 20:18:02,893 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 13:10:36, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 4.7231, loss: 4.7231 +2025-05-03 20:18:48,200 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 13:09:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9400, loss_cls: 4.5116, loss: 4.5116 +2025-05-03 20:19:33,477 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 13:08:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9300, loss_cls: 4.7806, loss: 4.7806 +2025-05-03 20:20:18,909 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 13:07:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9450, loss_cls: 4.5551, loss: 4.5551 +2025-05-03 20:21:04,314 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 13:06:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9475, loss_cls: 4.6462, loss: 4.6462 +2025-05-03 20:21:49,624 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 13:06:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9375, loss_cls: 4.6195, loss: 4.6195 +2025-05-03 20:22:34,980 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 13:05:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9350, loss_cls: 4.6357, loss: 4.6357 +2025-05-03 20:23:20,335 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 13:04:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9319, loss_cls: 4.6612, loss: 4.6612 +2025-05-03 20:24:05,646 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 13:03:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9469, loss_cls: 4.6576, loss: 4.6576 +2025-05-03 20:24:50,928 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 13:02:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 4.7134, loss: 4.7134 +2025-05-03 20:25:36,129 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 13:01:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9375, loss_cls: 4.6915, loss: 4.6915 +2025-05-03 20:26:21,359 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 13:00:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9331, loss_cls: 4.7318, loss: 4.7318 +2025-05-03 20:27:06,657 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 12:59:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.5338, loss: 4.5338 +2025-05-03 20:27:51,882 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 12:58:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 4.6676, loss: 4.6676 +2025-05-03 20:28:37,105 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 12:57:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9394, loss_cls: 4.7980, loss: 4.7980 +2025-05-03 20:29:22,437 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 12:56:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9387, loss_cls: 4.6429, loss: 4.6429 +2025-05-03 20:30:07,754 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 12:55:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9475, loss_cls: 4.6291, loss: 4.6291 +2025-05-03 20:30:53,102 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 12:54:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9363, loss_cls: 4.6527, loss: 4.6527 +2025-05-03 20:31:38,331 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 12:54:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 4.6251, loss: 4.6251 +2025-05-03 20:32:23,522 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 12:53:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 4.5488, loss: 4.5488 +2025-05-03 20:33:08,815 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 12:52:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 4.6115, loss: 4.6115 +2025-05-03 20:33:54,055 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 12:51:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 4.6396, loss: 4.6396 +2025-05-03 20:34:39,308 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 12:50:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 4.6191, loss: 4.6191 +2025-05-03 20:35:24,599 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 12:49:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9450, loss_cls: 4.4829, loss: 4.4829 +2025-05-03 20:36:09,823 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 12:48:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9275, loss_cls: 4.5910, loss: 4.5910 +2025-05-03 20:36:55,100 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 12:47:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9387, loss_cls: 4.5652, loss: 4.5652 +2025-05-03 20:37:40,442 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 12:46:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 4.4916, loss: 4.4916 +2025-05-03 20:37:43,139 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-03 20:41:55,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 20:41:56,017 - pyskl - INFO - +top1_acc 0.6911 +top5_acc 0.9275 +2025-05-03 20:41:56,077 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_9.pth was removed +2025-05-03 20:41:57,175 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-03 20:41:57,176 - pyskl - INFO - Best top1_acc is 0.6911 at 10 epoch. +2025-05-03 20:41:57,199 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6911, top5_acc: 0.9275 +2025-05-03 20:43:06,121 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 12:50:42, time: 0.689, data_time: 0.237, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 4.4765, loss: 4.4765 +2025-05-03 20:43:51,387 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 12:49:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 4.3957, loss: 4.3957 +2025-05-03 20:44:36,700 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 12:48:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9456, loss_cls: 4.6035, loss: 4.6035 +2025-05-03 20:45:22,109 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 12:47:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 4.4567, loss: 4.4567 +2025-05-03 20:46:07,455 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 12:47:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 4.5662, loss: 4.5662 +2025-05-03 20:46:52,871 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 12:46:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9437, loss_cls: 4.5156, loss: 4.5156 +2025-05-03 20:47:38,461 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 12:45:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 4.6766, loss: 4.6766 +2025-05-03 20:48:23,803 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 12:44:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9519, loss_cls: 4.5537, loss: 4.5537 +2025-05-03 20:49:09,203 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 12:43:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 4.4697, loss: 4.4697 +2025-05-03 20:49:54,664 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 12:42:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9400, loss_cls: 4.6505, loss: 4.6505 +2025-05-03 20:50:40,268 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 12:41:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 4.5816, loss: 4.5816 +2025-05-03 20:51:25,868 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 12:40:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9313, loss_cls: 4.7658, loss: 4.7658 +2025-05-03 20:52:11,260 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 12:40:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 4.6988, loss: 4.6988 +2025-05-03 20:52:56,626 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 12:39:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 4.5246, loss: 4.5246 +2025-05-03 20:53:41,939 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 12:38:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 4.4100, loss: 4.4100 +2025-05-03 20:54:27,440 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 12:37:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 4.2861, loss: 4.2861 +2025-05-03 20:55:12,874 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 12:36:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 4.5242, loss: 4.5242 +2025-05-03 20:55:58,269 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 12:35:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9406, loss_cls: 4.5627, loss: 4.5627 +2025-05-03 20:56:43,611 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 12:34:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9437, loss_cls: 4.4317, loss: 4.4317 +2025-05-03 20:57:28,973 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 12:33:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9475, loss_cls: 4.4988, loss: 4.4988 +2025-05-03 20:58:14,333 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 12:32:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 4.5710, loss: 4.5710 +2025-05-03 20:58:59,700 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 12:32:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 4.4956, loss: 4.4956 +2025-05-03 20:59:45,147 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 12:31:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9506, loss_cls: 4.5558, loss: 4.5558 +2025-05-03 21:00:30,697 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 12:30:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 4.4873, loss: 4.4873 +2025-05-03 21:01:16,094 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 12:29:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 4.4722, loss: 4.4722 +2025-05-03 21:02:01,466 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 12:28:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9513, loss_cls: 4.5616, loss: 4.5616 +2025-05-03 21:02:46,835 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 12:27:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9487, loss_cls: 4.5264, loss: 4.5264 +2025-05-03 21:03:32,201 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 12:26:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 4.5604, loss: 4.5604 +2025-05-03 21:04:17,569 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 12:25:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 4.5381, loss: 4.5381 +2025-05-03 21:05:02,953 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 12:25:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 4.5863, loss: 4.5863 +2025-05-03 21:05:48,306 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 12:24:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9375, loss_cls: 4.5929, loss: 4.5929 +2025-05-03 21:06:33,620 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 12:23:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9250, loss_cls: 4.6625, loss: 4.6625 +2025-05-03 21:07:18,822 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 12:22:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 4.5884, loss: 4.5884 +2025-05-03 21:08:04,099 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 12:21:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 4.5485, loss: 4.5485 +2025-05-03 21:08:06,839 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-03 21:12:15,431 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 21:12:16,116 - pyskl - INFO - +top1_acc 0.6243 +top5_acc 0.8957 +2025-05-03 21:12:16,142 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6243, top5_acc: 0.8957 +2025-05-03 21:13:24,746 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 12:24:58, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9544, loss_cls: 4.3489, loss: 4.3489 +2025-05-03 21:14:09,897 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 12:24:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9500, loss_cls: 4.4694, loss: 4.4694 +2025-05-03 21:14:55,082 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 12:23:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9606, loss_cls: 4.3609, loss: 4.3609 +2025-05-03 21:15:40,268 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 12:22:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 4.3073, loss: 4.3073 +2025-05-03 21:16:25,500 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 12:21:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 4.4929, loss: 4.4929 +2025-05-03 21:17:10,762 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 12:20:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9519, loss_cls: 4.4313, loss: 4.4313 +2025-05-03 21:17:55,870 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 12:19:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.2893, loss: 4.2893 +2025-05-03 21:18:41,344 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 12:18:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9394, loss_cls: 4.5976, loss: 4.5976 +2025-05-03 21:19:26,550 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 12:17:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9544, loss_cls: 4.3254, loss: 4.3254 +2025-05-03 21:20:11,885 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 12:16:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 4.4262, loss: 4.4262 +2025-05-03 21:20:57,257 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 12:15:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 4.4521, loss: 4.4521 +2025-05-03 21:21:42,367 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 12:14:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9450, loss_cls: 4.4777, loss: 4.4777 +2025-05-03 21:22:27,849 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 12:14:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.4946, loss: 4.4946 +2025-05-03 21:23:13,206 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 12:13:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 4.3400, loss: 4.3400 +2025-05-03 21:23:58,471 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 12:12:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9319, loss_cls: 4.5423, loss: 4.5423 +2025-05-03 21:24:43,711 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 12:11:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 4.4778, loss: 4.4778 +2025-05-03 21:25:29,010 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 12:10:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 4.4288, loss: 4.4288 +2025-05-03 21:26:14,346 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 12:09:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9469, loss_cls: 4.5682, loss: 4.5682 +2025-05-03 21:26:59,923 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 12:08:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 4.6164, loss: 4.6164 +2025-05-03 21:27:45,227 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 12:07:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 4.4857, loss: 4.4857 +2025-05-03 21:28:30,688 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 12:07:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 4.4157, loss: 4.4157 +2025-05-03 21:29:15,984 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 12:06:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 4.4074, loss: 4.4074 +2025-05-03 21:30:01,405 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 12:05:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 4.3728, loss: 4.3728 +2025-05-03 21:30:46,583 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 12:04:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 4.3823, loss: 4.3823 +2025-05-03 21:31:31,915 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 12:03:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.3984, loss: 4.3984 +2025-05-03 21:32:17,339 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 12:02:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 4.4096, loss: 4.4096 +2025-05-03 21:33:02,613 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 12:01:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 4.4742, loss: 4.4742 +2025-05-03 21:33:47,971 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 12:00:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 4.4109, loss: 4.4109 +2025-05-03 21:34:33,245 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 11:59:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9444, loss_cls: 4.4812, loss: 4.4812 +2025-05-03 21:35:18,450 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 11:59:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9494, loss_cls: 4.3409, loss: 4.3409 +2025-05-03 21:36:03,669 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 11:58:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9525, loss_cls: 4.4572, loss: 4.4572 +2025-05-03 21:36:48,895 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 11:57:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9387, loss_cls: 4.5357, loss: 4.5357 +2025-05-03 21:37:34,119 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 11:56:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9419, loss_cls: 4.4592, loss: 4.4592 +2025-05-03 21:38:19,372 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 11:55:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9513, loss_cls: 4.4162, loss: 4.4162 +2025-05-03 21:38:22,103 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-03 21:42:34,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 21:42:35,361 - pyskl - INFO - +top1_acc 0.6984 +top5_acc 0.9252 +2025-05-03 21:42:35,417 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_10.pth was removed +2025-05-03 21:42:36,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-03 21:42:36,507 - pyskl - INFO - Best top1_acc is 0.6984 at 12 epoch. +2025-05-03 21:42:36,528 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6984, top5_acc: 0.9252 +2025-05-03 21:43:45,001 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 11:58:30, time: 0.685, data_time: 0.232, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 4.3855, loss: 4.3855 +2025-05-03 21:44:30,203 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 11:57:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.3297, loss: 4.3297 +2025-05-03 21:45:15,482 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 11:56:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.3814, loss: 4.3814 +2025-05-03 21:46:00,815 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 11:55:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9587, loss_cls: 4.2925, loss: 4.2925 +2025-05-03 21:46:46,124 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 11:54:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9556, loss_cls: 4.3170, loss: 4.3170 +2025-05-03 21:47:31,404 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 11:54:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 4.4239, loss: 4.4239 +2025-05-03 21:48:16,643 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 11:53:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 4.4739, loss: 4.4739 +2025-05-03 21:49:01,908 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 11:52:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 4.4739, loss: 4.4739 +2025-05-03 21:49:47,209 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 11:51:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.2995, loss: 4.2995 +2025-05-03 21:50:32,488 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 11:50:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 4.4189, loss: 4.4189 +2025-05-03 21:51:17,851 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 11:49:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.4788, loss: 4.4788 +2025-05-03 21:52:03,257 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 11:48:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9537, loss_cls: 4.4420, loss: 4.4420 +2025-05-03 21:52:48,646 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 11:47:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 4.1420, loss: 4.1420 +2025-05-03 21:53:33,930 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 11:46:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.2563, loss: 4.2563 +2025-05-03 21:54:19,214 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 11:46:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9600, loss_cls: 4.2918, loss: 4.2918 +2025-05-03 21:55:04,509 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 11:45:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 4.4647, loss: 4.4647 +2025-05-03 21:55:49,886 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 11:44:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9469, loss_cls: 4.3489, loss: 4.3489 +2025-05-03 21:56:35,456 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 11:43:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 4.2453, loss: 4.2453 +2025-05-03 21:57:20,851 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 11:42:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 4.5366, loss: 4.5366 +2025-05-03 21:58:06,222 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 11:41:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 4.4139, loss: 4.4139 +2025-05-03 21:58:51,567 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 11:40:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 4.3984, loss: 4.3984 +2025-05-03 21:59:37,086 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 11:40:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9544, loss_cls: 4.3190, loss: 4.3190 +2025-05-03 22:00:22,398 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 11:39:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9444, loss_cls: 4.4656, loss: 4.4656 +2025-05-03 22:01:07,873 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 11:38:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.3718, loss: 4.3718 +2025-05-03 22:01:53,105 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 11:37:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 4.4677, loss: 4.4677 +2025-05-03 22:02:38,311 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 11:36:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 4.4432, loss: 4.4432 +2025-05-03 22:03:23,635 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 11:35:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 4.3254, loss: 4.3254 +2025-05-03 22:04:08,864 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 11:34:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9500, loss_cls: 4.3680, loss: 4.3680 +2025-05-03 22:04:54,088 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 11:33:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 4.1564, loss: 4.1564 +2025-05-03 22:05:39,375 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 11:33:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9519, loss_cls: 4.3824, loss: 4.3824 +2025-05-03 22:06:24,637 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 11:32:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9344, loss_cls: 4.5104, loss: 4.5104 +2025-05-03 22:07:09,918 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 11:31:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 4.4305, loss: 4.4305 +2025-05-03 22:07:55,121 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 11:30:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 4.2985, loss: 4.2985 +2025-05-03 22:08:40,227 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 11:29:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9487, loss_cls: 4.3591, loss: 4.3591 +2025-05-03 22:08:42,961 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-03 22:12:51,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 22:12:52,422 - pyskl - INFO - +top1_acc 0.7153 +top5_acc 0.9323 +2025-05-03 22:12:52,488 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_12.pth was removed +2025-05-03 22:12:53,588 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-03 22:12:53,590 - pyskl - INFO - Best top1_acc is 0.7153 at 13 epoch. +2025-05-03 22:12:53,612 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.7153, top5_acc: 0.9323 +2025-05-03 22:14:02,659 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 11:32:18, time: 0.690, data_time: 0.237, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 4.2046, loss: 4.2046 +2025-05-03 22:14:47,963 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 11:31:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9563, loss_cls: 4.1968, loss: 4.1968 +2025-05-03 22:15:33,328 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 11:30:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.2963, loss: 4.2963 +2025-05-03 22:16:18,658 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 11:29:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 4.1725, loss: 4.1725 +2025-05-03 22:17:04,097 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 11:28:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 4.4611, loss: 4.4611 +2025-05-03 22:17:49,307 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 11:27:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 4.3909, loss: 4.3909 +2025-05-03 22:18:34,472 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 11:27:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 4.4083, loss: 4.4083 +2025-05-03 22:19:19,734 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 11:26:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 4.2271, loss: 4.2271 +2025-05-03 22:20:05,011 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 11:25:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 4.1782, loss: 4.1782 +2025-05-03 22:20:50,418 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 11:24:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9550, loss_cls: 4.4076, loss: 4.4076 +2025-05-03 22:21:35,671 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 11:23:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 4.3935, loss: 4.3935 +2025-05-03 22:22:20,939 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 11:22:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9594, loss_cls: 4.3459, loss: 4.3459 +2025-05-03 22:23:06,311 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 11:21:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 4.3563, loss: 4.3563 +2025-05-03 22:23:51,556 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 11:20:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.2847, loss: 4.2847 +2025-05-03 22:24:36,891 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 11:20:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 4.3330, loss: 4.3330 +2025-05-03 22:25:22,225 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 11:19:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 4.2609, loss: 4.2609 +2025-05-03 22:26:07,739 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 11:18:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 4.2765, loss: 4.2765 +2025-05-03 22:26:52,977 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 11:17:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.3689, loss: 4.3689 +2025-05-03 22:27:38,719 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 11:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9594, loss_cls: 4.3109, loss: 4.3109 +2025-05-03 22:28:24,054 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 11:15:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9519, loss_cls: 4.2592, loss: 4.2592 +2025-05-03 22:29:09,681 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 11:14:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.3736, loss: 4.3736 +2025-05-03 22:29:55,121 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 11:14:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 4.2731, loss: 4.2731 +2025-05-03 22:30:40,481 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 11:13:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9537, loss_cls: 4.3273, loss: 4.3273 +2025-05-03 22:31:25,848 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 11:12:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.3090, loss: 4.3090 +2025-05-03 22:32:11,145 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 11:11:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 4.3120, loss: 4.3120 +2025-05-03 22:32:56,481 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 11:10:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9531, loss_cls: 4.4070, loss: 4.4070 +2025-05-03 22:33:41,703 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 11:09:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9475, loss_cls: 4.3304, loss: 4.3304 +2025-05-03 22:34:26,911 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 11:08:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 4.4289, loss: 4.4289 +2025-05-03 22:35:12,193 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 11:08:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.2819, loss: 4.2819 +2025-05-03 22:35:57,432 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 11:07:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 4.2470, loss: 4.2470 +2025-05-03 22:36:42,746 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 11:06:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 4.3830, loss: 4.3830 +2025-05-03 22:37:28,006 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 11:05:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9487, loss_cls: 4.3662, loss: 4.3662 +2025-05-03 22:38:13,226 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 11:04:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 4.2234, loss: 4.2234 +2025-05-03 22:38:58,490 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 11:03:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.2302, loss: 4.2302 +2025-05-03 22:39:01,210 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-03 22:43:10,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 22:43:10,615 - pyskl - INFO - +top1_acc 0.7221 +top5_acc 0.9331 +2025-05-03 22:43:10,688 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_13.pth was removed +2025-05-03 22:43:11,839 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2025-05-03 22:43:11,840 - pyskl - INFO - Best top1_acc is 0.7221 at 14 epoch. +2025-05-03 22:43:11,863 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.7221, top5_acc: 0.9331 +2025-05-03 22:44:21,124 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 11:06:16, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.3356, loss: 4.3356 +2025-05-03 22:45:06,302 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 11:05:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 4.2696, loss: 4.2696 +2025-05-03 22:45:51,518 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 11:04:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9563, loss_cls: 4.2509, loss: 4.2509 +2025-05-03 22:46:36,673 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 11:03:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 4.2794, loss: 4.2794 +2025-05-03 22:47:21,846 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 11:02:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 4.3068, loss: 4.3068 +2025-05-03 22:48:07,019 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 11:01:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 4.2929, loss: 4.2929 +2025-05-03 22:48:52,167 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 11:00:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 4.3540, loss: 4.3540 +2025-05-03 22:49:37,365 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 11:00:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 4.1925, loss: 4.1925 +2025-05-03 22:50:22,620 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 10:59:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 4.1416, loss: 4.1416 +2025-05-03 22:51:07,803 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 10:58:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9563, loss_cls: 4.1096, loss: 4.1096 +2025-05-03 22:51:53,027 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 10:57:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 4.3212, loss: 4.3212 +2025-05-03 22:52:38,187 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 10:56:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9544, loss_cls: 4.2969, loss: 4.2969 +2025-05-03 22:53:23,458 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 10:55:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 4.3558, loss: 4.3558 +2025-05-03 22:54:08,730 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 10:54:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.1635, loss: 4.1635 +2025-05-03 22:54:54,052 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 10:53:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9550, loss_cls: 4.3844, loss: 4.3844 +2025-05-03 22:55:39,380 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 10:53:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 4.3444, loss: 4.3444 +2025-05-03 22:56:24,644 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 10:52:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 4.2550, loss: 4.2550 +2025-05-03 22:57:10,038 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 10:51:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.3100, loss: 4.3100 +2025-05-03 22:57:55,365 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 10:50:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.1649, loss: 4.1649 +2025-05-03 22:58:40,632 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 10:49:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9644, loss_cls: 4.2014, loss: 4.2014 +2025-05-03 22:59:25,985 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 10:48:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 4.1854, loss: 4.1854 +2025-05-03 23:00:11,208 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 10:47:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 4.2345, loss: 4.2345 +2025-05-03 23:00:56,449 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 10:46:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 4.1630, loss: 4.1630 +2025-05-03 23:01:41,643 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 10:46:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 4.0727, loss: 4.0727 +2025-05-03 23:02:26,706 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 10:45:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 4.2679, loss: 4.2679 +2025-05-03 23:03:12,120 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 10:44:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 4.3215, loss: 4.3215 +2025-05-03 23:03:57,556 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 10:43:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 4.3116, loss: 4.3116 +2025-05-03 23:04:42,995 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 10:42:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 4.2169, loss: 4.2169 +2025-05-03 23:05:28,320 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 10:41:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.3836, loss: 4.3836 +2025-05-03 23:06:13,728 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 10:40:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.2551, loss: 4.2551 +2025-05-03 23:06:59,025 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 10:40:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 4.3453, loss: 4.3453 +2025-05-03 23:07:44,160 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 10:39:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.2318, loss: 4.2318 +2025-05-03 23:08:29,309 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 10:38:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 4.2039, loss: 4.2039 +2025-05-03 23:09:14,462 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 10:37:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.1523, loss: 4.1523 +2025-05-03 23:09:17,199 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-03 23:13:25,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 23:13:26,389 - pyskl - INFO - +top1_acc 0.6735 +top5_acc 0.9059 +2025-05-03 23:13:26,413 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6735, top5_acc: 0.9059 +2025-05-03 23:14:34,998 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 10:39:44, time: 0.686, data_time: 0.231, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 4.2389, loss: 4.2389 +2025-05-03 23:15:20,325 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 10:38:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 4.1937, loss: 4.1937 +2025-05-03 23:16:05,728 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 10:38:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 4.2413, loss: 4.2413 +2025-05-03 23:16:51,091 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 10:37:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9663, loss_cls: 4.0762, loss: 4.0762 +2025-05-03 23:17:36,338 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 10:36:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 4.2184, loss: 4.2184 +2025-05-03 23:18:21,545 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 10:35:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 4.2615, loss: 4.2615 +2025-05-03 23:19:06,822 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 10:34:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.0963, loss: 4.0963 +2025-05-03 23:19:52,103 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 10:33:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 4.0423, loss: 4.0423 +2025-05-03 23:20:37,425 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 10:32:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 4.1854, loss: 4.1854 +2025-05-03 23:21:22,691 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 10:31:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 4.3601, loss: 4.3601 +2025-05-03 23:22:07,995 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 10:31:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9569, loss_cls: 4.1389, loss: 4.1389 +2025-05-03 23:22:53,261 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 10:30:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 4.2058, loss: 4.2058 +2025-05-03 23:23:38,726 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 10:29:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 4.3083, loss: 4.3083 +2025-05-03 23:24:23,927 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 10:28:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.1584, loss: 4.1584 +2025-05-03 23:25:09,152 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 10:27:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 4.1991, loss: 4.1991 +2025-05-03 23:25:54,407 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 10:26:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 4.1836, loss: 4.1836 +2025-05-03 23:26:39,625 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 10:25:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.2175, loss: 4.2175 +2025-05-03 23:27:25,046 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 10:25:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 4.3602, loss: 4.3602 +2025-05-03 23:28:10,262 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 10:24:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9587, loss_cls: 4.2425, loss: 4.2425 +2025-05-03 23:28:55,494 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 10:23:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 4.1524, loss: 4.1524 +2025-05-03 23:29:40,727 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 10:22:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 4.3475, loss: 4.3475 +2025-05-03 23:30:25,967 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 10:21:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 4.2261, loss: 4.2261 +2025-05-03 23:31:11,253 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 10:20:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 4.2942, loss: 4.2942 +2025-05-03 23:31:56,777 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 10:19:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9594, loss_cls: 4.2835, loss: 4.2835 +2025-05-03 23:32:42,150 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 10:19:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 4.1707, loss: 4.1707 +2025-05-03 23:33:27,454 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 10:18:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.1794, loss: 4.1794 +2025-05-03 23:34:12,743 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 10:17:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 4.2843, loss: 4.2843 +2025-05-03 23:34:57,928 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 10:16:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.2002, loss: 4.2002 +2025-05-03 23:35:43,168 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 10:15:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 4.2444, loss: 4.2444 +2025-05-03 23:36:28,248 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 10:14:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 4.1885, loss: 4.1885 +2025-05-03 23:37:13,725 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 10:13:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 4.3678, loss: 4.3678 +2025-05-03 23:37:58,995 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 10:13:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.2652, loss: 4.2652 +2025-05-03 23:38:44,283 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 10:12:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 4.1395, loss: 4.1395 +2025-05-03 23:39:29,528 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 10:11:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.0996, loss: 4.0996 +2025-05-03 23:39:32,229 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-03 23:43:41,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-03 23:43:41,872 - pyskl - INFO - +top1_acc 0.7288 +top5_acc 0.9330 +2025-05-03 23:43:41,946 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_14.pth was removed +2025-05-03 23:43:43,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-05-03 23:43:43,115 - pyskl - INFO - Best top1_acc is 0.7288 at 16 epoch. +2025-05-03 23:43:43,140 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7288, top5_acc: 0.9330 +2025-05-03 23:44:51,967 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 10:13:28, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 4.1341, loss: 4.1341 +2025-05-03 23:45:37,186 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 10:12:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 4.1945, loss: 4.1945 +2025-05-03 23:46:22,508 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 10:11:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 4.0588, loss: 4.0588 +2025-05-03 23:47:07,831 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 10:10:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 4.1244, loss: 4.1244 +2025-05-03 23:47:53,251 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 10:10:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 4.2251, loss: 4.2251 +2025-05-03 23:48:38,642 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 10:09:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 4.0083, loss: 4.0083 +2025-05-03 23:49:24,015 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 10:08:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.3503, loss: 4.3503 +2025-05-03 23:50:09,375 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 10:07:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 4.3780, loss: 4.3780 +2025-05-03 23:50:54,668 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 10:06:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 4.2623, loss: 4.2623 +2025-05-03 23:51:39,867 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 10:05:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 4.2196, loss: 4.2196 +2025-05-03 23:52:25,083 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 10:04:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 4.1393, loss: 4.1393 +2025-05-03 23:53:10,375 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 10:04:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 4.1513, loss: 4.1513 +2025-05-03 23:53:55,638 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 10:03:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 4.2108, loss: 4.2108 +2025-05-03 23:54:40,873 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 10:02:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9563, loss_cls: 4.2123, loss: 4.2123 +2025-05-03 23:55:25,999 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 10:01:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 4.2513, loss: 4.2513 +2025-05-03 23:56:11,136 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 10:00:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 4.1008, loss: 4.1008 +2025-05-03 23:56:56,504 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 9:59:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 4.1129, loss: 4.1129 +2025-05-03 23:57:42,143 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 9:58:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 4.1509, loss: 4.1509 +2025-05-03 23:58:27,773 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 9:58:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 4.2440, loss: 4.2440 +2025-05-03 23:59:13,351 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 9:57:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9600, loss_cls: 4.1271, loss: 4.1271 +2025-05-03 23:59:58,867 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 9:56:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 4.1998, loss: 4.1998 +2025-05-04 00:00:44,471 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 9:55:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 4.2550, loss: 4.2550 +2025-05-04 00:01:30,044 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 9:54:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 4.2829, loss: 4.2829 +2025-05-04 00:02:15,306 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 9:54:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.2168, loss: 4.2168 +2025-05-04 00:03:00,597 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 9:53:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.2802, loss: 4.2802 +2025-05-04 00:03:45,950 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 9:52:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 4.2617, loss: 4.2617 +2025-05-04 00:04:31,415 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 9:51:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 4.2169, loss: 4.2169 +2025-05-04 00:05:16,724 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 9:50:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 4.1213, loss: 4.1213 +2025-05-04 00:06:02,014 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 9:49:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.2226, loss: 4.2226 +2025-05-04 00:06:47,366 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 9:49:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 4.3994, loss: 4.3994 +2025-05-04 00:07:32,565 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 9:48:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.2064, loss: 4.2064 +2025-05-04 00:08:17,818 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 9:47:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 4.0945, loss: 4.0945 +2025-05-04 00:09:02,984 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 9:46:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9637, loss_cls: 4.0848, loss: 4.0848 +2025-05-04 00:09:48,194 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 9:45:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 4.2582, loss: 4.2582 +2025-05-04 00:09:50,930 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-04 00:14:03,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 00:14:04,364 - pyskl - INFO - +top1_acc 0.7294 +top5_acc 0.9372 +2025-05-04 00:14:04,434 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_16.pth was removed +2025-05-04 00:14:05,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-04 00:14:05,580 - pyskl - INFO - Best top1_acc is 0.7294 at 17 epoch. +2025-05-04 00:14:05,609 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7294, top5_acc: 0.9372 +2025-05-04 00:15:14,572 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 9:47:28, time: 0.690, data_time: 0.238, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 4.0330, loss: 4.0330 +2025-05-04 00:15:59,744 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 9:46:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.2067, loss: 4.2067 +2025-05-04 00:16:44,994 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 9:45:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.1413, loss: 4.1413 +2025-05-04 00:17:30,332 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 9:44:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 4.2318, loss: 4.2318 +2025-05-04 00:18:15,644 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 9:44:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.0952, loss: 4.0952 +2025-05-04 00:19:00,940 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 9:43:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 4.1203, loss: 4.1203 +2025-05-04 00:19:46,227 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 9:42:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 4.1608, loss: 4.1608 +2025-05-04 00:20:31,607 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 9:41:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 4.2156, loss: 4.2156 +2025-05-04 00:21:17,060 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 9:40:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9619, loss_cls: 4.0817, loss: 4.0817 +2025-05-04 00:22:02,181 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 9:39:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.1195, loss: 4.1195 +2025-05-04 00:22:47,374 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 9:38:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9631, loss_cls: 4.1272, loss: 4.1272 +2025-05-04 00:23:32,616 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 9:38:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 4.1429, loss: 4.1429 +2025-05-04 00:24:17,811 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 9:37:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 4.1259, loss: 4.1259 +2025-05-04 00:25:02,853 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 9:36:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 4.1486, loss: 4.1486 +2025-05-04 00:25:47,866 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 9:35:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 4.1910, loss: 4.1910 +2025-05-04 00:26:33,163 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 9:34:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9506, loss_cls: 4.2339, loss: 4.2339 +2025-05-04 00:27:18,129 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 9:33:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 4.0494, loss: 4.0494 +2025-05-04 00:28:03,375 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 9:32:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9650, loss_cls: 4.0108, loss: 4.0108 +2025-05-04 00:28:48,597 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 9:32:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.1468, loss: 4.1468 +2025-05-04 00:29:33,628 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 9:31:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 4.0587, loss: 4.0587 +2025-05-04 00:30:18,774 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 9:30:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 4.1298, loss: 4.1298 +2025-05-04 00:31:04,063 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 9:29:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 3.9985, loss: 3.9985 +2025-05-04 00:31:49,326 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 9:28:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 4.0748, loss: 4.0748 +2025-05-04 00:32:35,093 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 9:27:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.1761, loss: 4.1761 +2025-05-04 00:33:20,401 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 9:26:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 4.1838, loss: 4.1838 +2025-05-04 00:34:05,685 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 9:26:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.9979, loss: 3.9979 +2025-05-04 00:34:51,068 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 9:25:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.1763, loss: 4.1763 +2025-05-04 00:35:36,408 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 9:24:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9625, loss_cls: 4.1613, loss: 4.1613 +2025-05-04 00:36:21,706 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 9:23:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 4.0858, loss: 4.0858 +2025-05-04 00:37:07,039 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 9:22:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9587, loss_cls: 4.2170, loss: 4.2170 +2025-05-04 00:37:52,306 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 9:21:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.0988, loss: 4.0988 +2025-05-04 00:38:37,585 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 9:21:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 4.2654, loss: 4.2654 +2025-05-04 00:39:22,822 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 9:20:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.1326, loss: 4.1326 +2025-05-04 00:40:08,099 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 9:19:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9419, loss_cls: 4.2514, loss: 4.2514 +2025-05-04 00:40:10,780 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-04 00:44:22,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 00:44:23,156 - pyskl - INFO - +top1_acc 0.7181 +top5_acc 0.9381 +2025-05-04 00:44:23,179 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7181, top5_acc: 0.9381 +2025-05-04 00:45:31,572 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 9:21:04, time: 0.684, data_time: 0.234, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 4.1768, loss: 4.1768 +2025-05-04 00:46:16,675 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 9:20:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 4.0651, loss: 4.0651 +2025-05-04 00:47:01,779 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 9:19:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 4.0203, loss: 4.0203 +2025-05-04 00:47:46,879 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 9:18:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.9853, loss: 3.9853 +2025-05-04 00:48:31,990 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 9:17:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.9425, loss: 3.9425 +2025-05-04 00:49:17,128 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 9:16:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 4.1134, loss: 4.1134 +2025-05-04 00:50:02,243 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 9:15:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.1644, loss: 4.1644 +2025-05-04 00:50:47,346 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 9:15:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 4.1275, loss: 4.1275 +2025-05-04 00:51:32,467 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 9:14:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 4.0339, loss: 4.0339 +2025-05-04 00:52:17,563 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 9:13:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 4.1844, loss: 4.1844 +2025-05-04 00:53:02,625 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 9:12:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.9594, loss: 3.9594 +2025-05-04 00:53:47,705 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 9:11:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 4.2018, loss: 4.2018 +2025-05-04 00:54:32,836 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 9:10:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 4.1036, loss: 4.1036 +2025-05-04 00:55:17,989 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 9:09:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.0321, loss: 4.0321 +2025-05-04 00:56:03,107 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 9:08:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 4.1198, loss: 4.1198 +2025-05-04 00:56:48,195 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 9:08:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 4.1649, loss: 4.1649 +2025-05-04 00:57:33,314 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 9:07:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.1112, loss: 4.1112 +2025-05-04 00:58:18,513 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 9:06:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 4.0261, loss: 4.0261 +2025-05-04 00:59:03,744 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 9:05:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0738, loss: 4.0738 +2025-05-04 00:59:48,897 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 9:04:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 4.1371, loss: 4.1371 +2025-05-04 01:00:34,144 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 9:03:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 4.1998, loss: 4.1998 +2025-05-04 01:01:19,309 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 9:02:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 4.0217, loss: 4.0217 +2025-05-04 01:02:04,671 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 9:02:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 4.0694, loss: 4.0694 +2025-05-04 01:02:50,192 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 9:01:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9650, loss_cls: 4.1518, loss: 4.1518 +2025-05-04 01:03:35,734 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 9:00:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.1276, loss: 4.1276 +2025-05-04 01:04:21,017 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 8:59:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 4.2419, loss: 4.2419 +2025-05-04 01:05:06,183 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 8:58:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 4.1549, loss: 4.1549 +2025-05-04 01:05:51,377 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 8:57:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 4.1935, loss: 4.1935 +2025-05-04 01:06:36,623 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 8:57:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.2635, loss: 4.2635 +2025-05-04 01:07:21,854 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 8:56:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9631, loss_cls: 4.2021, loss: 4.2021 +2025-05-04 01:08:07,074 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 8:55:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.1325, loss: 4.1325 +2025-05-04 01:08:52,252 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 8:54:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 4.2574, loss: 4.2574 +2025-05-04 01:09:37,558 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 8:53:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 4.1829, loss: 4.1829 +2025-05-04 01:10:22,923 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 8:52:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 4.0376, loss: 4.0376 +2025-05-04 01:10:25,678 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-04 01:14:36,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 01:14:36,795 - pyskl - INFO - +top1_acc 0.7494 +top5_acc 0.9480 +2025-05-04 01:14:36,857 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_17.pth was removed +2025-05-04 01:14:37,977 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-04 01:14:37,978 - pyskl - INFO - Best top1_acc is 0.7494 at 19 epoch. +2025-05-04 01:14:37,999 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7494, top5_acc: 0.9480 +2025-05-04 01:15:46,695 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 8:54:29, time: 0.687, data_time: 0.234, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1098, loss: 4.1098 +2025-05-04 01:16:32,059 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 8:53:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 4.0152, loss: 4.0152 +2025-05-04 01:17:17,331 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 8:52:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 4.1127, loss: 4.1127 +2025-05-04 01:18:02,560 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 8:51:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 4.0538, loss: 4.0538 +2025-05-04 01:18:47,811 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 8:51:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 4.1101, loss: 4.1101 +2025-05-04 01:19:33,037 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 8:50:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 4.0620, loss: 4.0620 +2025-05-04 01:20:18,251 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 8:49:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 3.9748, loss: 3.9748 +2025-05-04 01:21:03,624 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 8:48:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.9288, loss: 3.9288 +2025-05-04 01:21:48,926 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 8:47:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 4.2245, loss: 4.2245 +2025-05-04 01:22:34,270 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 8:46:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.1346, loss: 4.1346 +2025-05-04 01:23:19,467 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 8:46:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 4.0577, loss: 4.0577 +2025-05-04 01:24:04,632 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 8:45:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 3.9758, loss: 3.9758 +2025-05-04 01:24:49,865 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 8:44:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 4.1975, loss: 4.1975 +2025-05-04 01:25:35,022 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 8:43:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 4.1208, loss: 4.1208 +2025-05-04 01:26:20,311 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 8:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 4.0154, loss: 4.0154 +2025-05-04 01:27:05,575 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 8:41:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 4.1608, loss: 4.1608 +2025-05-04 01:27:51,220 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 8:41:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9394, loss_cls: 4.1789, loss: 4.1789 +2025-05-04 01:28:36,707 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 8:40:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 4.1399, loss: 4.1399 +2025-05-04 01:29:22,134 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 8:39:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 4.1824, loss: 4.1824 +2025-05-04 01:30:07,493 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 8:38:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.1595, loss: 4.1595 +2025-05-04 01:30:52,776 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 8:37:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.1513, loss: 4.1513 +2025-05-04 01:31:38,305 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 8:36:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 4.0065, loss: 4.0065 +2025-05-04 01:32:23,662 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 8:36:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 4.0130, loss: 4.0130 +2025-05-04 01:33:08,869 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 8:35:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 4.1673, loss: 4.1673 +2025-05-04 01:33:54,078 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 8:34:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9650, loss_cls: 4.0220, loss: 4.0220 +2025-05-04 01:34:39,316 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 8:33:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.9975, loss: 3.9975 +2025-05-04 01:35:24,571 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 8:32:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.9791, loss: 3.9791 +2025-05-04 01:36:09,765 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 8:31:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.9404, loss: 3.9404 +2025-05-04 01:36:54,935 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 8:31:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 4.1198, loss: 4.1198 +2025-05-04 01:37:40,168 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 8:30:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9569, loss_cls: 3.9982, loss: 3.9982 +2025-05-04 01:38:25,431 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 8:29:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9977, loss: 3.9977 +2025-05-04 01:39:10,623 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 8:28:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 4.0186, loss: 4.0186 +2025-05-04 01:39:55,842 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 8:27:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 4.0667, loss: 4.0667 +2025-05-04 01:40:41,158 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 8:26:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 4.1211, loss: 4.1211 +2025-05-04 01:40:43,878 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-04 01:44:52,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 01:44:53,403 - pyskl - INFO - +top1_acc 0.7251 +top5_acc 0.9395 +2025-05-04 01:44:53,427 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7251, top5_acc: 0.9395 +2025-05-04 01:46:02,387 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 8:28:19, time: 0.690, data_time: 0.237, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9946, loss: 3.9946 +2025-05-04 01:46:47,547 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 8:27:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 4.0425, loss: 4.0425 +2025-05-04 01:47:32,786 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 8:26:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.8401, loss: 3.8401 +2025-05-04 01:48:17,991 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 8:25:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 4.0153, loss: 4.0153 +2025-05-04 01:49:03,328 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 8:24:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 4.1652, loss: 4.1652 +2025-05-04 01:49:48,599 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 8:24:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9507, loss: 3.9507 +2025-05-04 01:50:33,862 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 8:23:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 4.0488, loss: 4.0488 +2025-05-04 01:51:19,153 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 8:22:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 4.2168, loss: 4.2168 +2025-05-04 01:52:04,520 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 8:21:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 4.0025, loss: 4.0025 +2025-05-04 01:52:49,874 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 8:20:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.1128, loss: 4.1128 +2025-05-04 01:53:35,326 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 8:19:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.9601, loss: 3.9601 +2025-05-04 01:54:20,808 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 8:19:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.1887, loss: 4.1887 +2025-05-04 01:55:06,411 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 8:18:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 3.9866, loss: 3.9866 +2025-05-04 01:55:51,855 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 8:17:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 4.0211, loss: 4.0211 +2025-05-04 01:56:37,187 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 8:16:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 4.1272, loss: 4.1272 +2025-05-04 01:57:22,690 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 8:15:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.0458, loss: 4.0458 +2025-05-04 01:58:07,948 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 8:15:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 4.0301, loss: 4.0301 +2025-05-04 01:58:53,145 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 8:14:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9656, loss_cls: 4.1065, loss: 4.1065 +2025-05-04 01:59:38,292 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 8:13:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 4.0101, loss: 4.0101 +2025-05-04 02:00:23,388 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 8:12:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.9426, loss: 3.9426 +2025-05-04 02:01:08,454 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 8:11:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 3.9722, loss: 3.9722 +2025-05-04 02:01:53,569 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 8:10:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9644, loss_cls: 4.0183, loss: 4.0183 +2025-05-04 02:02:38,632 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 8:09:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 4.0946, loss: 4.0946 +2025-05-04 02:03:23,836 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 8:09:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 4.1632, loss: 4.1632 +2025-05-04 02:04:09,338 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 8:08:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9619, loss_cls: 4.1293, loss: 4.1293 +2025-05-04 02:04:54,571 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 8:07:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 4.0432, loss: 4.0432 +2025-05-04 02:05:39,795 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 8:06:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 4.2771, loss: 4.2771 +2025-05-04 02:06:25,030 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 8:05:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 4.0974, loss: 4.0974 +2025-05-04 02:07:10,211 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 8:04:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.9346, loss: 3.9346 +2025-05-04 02:07:55,463 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 8:04:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 4.0434, loss: 4.0434 +2025-05-04 02:08:40,799 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 8:03:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 4.2020, loss: 4.2020 +2025-05-04 02:09:26,082 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 8:02:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 4.0999, loss: 4.0999 +2025-05-04 02:10:11,464 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 8:01:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 4.0184, loss: 4.0184 +2025-05-04 02:10:56,797 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 8:00:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 4.2219, loss: 4.2219 +2025-05-04 02:10:59,538 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-04 02:15:08,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 02:15:09,233 - pyskl - INFO - +top1_acc 0.7495 +top5_acc 0.9456 +2025-05-04 02:15:09,295 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_19.pth was removed +2025-05-04 02:15:10,422 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-05-04 02:15:10,424 - pyskl - INFO - Best top1_acc is 0.7495 at 21 epoch. +2025-05-04 02:15:10,449 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7495, top5_acc: 0.9456 +2025-05-04 02:16:19,810 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 8:02:12, time: 0.694, data_time: 0.240, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 4.1318, loss: 4.1318 +2025-05-04 02:17:05,085 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 8:01:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 4.0372, loss: 4.0372 +2025-05-04 02:17:50,342 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 8:00:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 4.0881, loss: 4.0881 +2025-05-04 02:18:35,730 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 7:59:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9700, loss_cls: 3.9997, loss: 3.9997 +2025-05-04 02:19:20,990 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 7:58:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9706, loss_cls: 3.9698, loss: 3.9698 +2025-05-04 02:20:06,097 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 7:58:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.9789, loss: 3.9789 +2025-05-04 02:20:51,261 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 7:57:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.1390, loss: 4.1390 +2025-05-04 02:21:36,405 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 7:56:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 4.1175, loss: 4.1175 +2025-05-04 02:22:21,515 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 7:55:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 4.0345, loss: 4.0345 +2025-05-04 02:23:06,749 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 7:54:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 4.0376, loss: 4.0376 +2025-05-04 02:23:52,126 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 7:53:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 4.0092, loss: 4.0092 +2025-05-04 02:24:37,359 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 7:53:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.0112, loss: 4.0112 +2025-05-04 02:25:22,578 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 7:52:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 4.2307, loss: 4.2307 +2025-05-04 02:26:07,862 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 7:51:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.8990, loss: 3.8990 +2025-05-04 02:26:53,221 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 7:50:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 4.0102, loss: 4.0102 +2025-05-04 02:27:38,564 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 7:49:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 3.8871, loss: 3.8871 +2025-05-04 02:28:23,886 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 7:48:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 4.1077, loss: 4.1077 +2025-05-04 02:29:09,096 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 7:48:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 4.0842, loss: 4.0842 +2025-05-04 02:29:54,408 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 7:47:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 4.0797, loss: 4.0797 +2025-05-04 02:30:39,748 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 7:46:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 3.9756, loss: 3.9756 +2025-05-04 02:31:25,078 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 7:45:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 3.9916, loss: 3.9916 +2025-05-04 02:32:10,342 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 7:44:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 4.0788, loss: 4.0788 +2025-05-04 02:32:55,562 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 7:43:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.9924, loss: 3.9924 +2025-05-04 02:33:40,828 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 7:43:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.9667, loss: 3.9667 +2025-05-04 02:34:26,036 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 7:42:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.0390, loss: 4.0390 +2025-05-04 02:35:11,303 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 7:41:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 4.0058, loss: 4.0058 +2025-05-04 02:35:56,523 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 7:40:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.9423, loss: 3.9423 +2025-05-04 02:36:41,741 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 7:39:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 4.1057, loss: 4.1057 +2025-05-04 02:37:26,953 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 7:38:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 4.1235, loss: 4.1235 +2025-05-04 02:38:12,264 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 7:38:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 4.0855, loss: 4.0855 +2025-05-04 02:38:57,519 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 7:37:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 4.1389, loss: 4.1389 +2025-05-04 02:39:42,756 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 7:36:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9528, loss: 3.9528 +2025-05-04 02:40:28,062 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 7:35:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 3.9746, loss: 3.9746 +2025-05-04 02:41:13,382 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 7:34:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 4.0223, loss: 4.0223 +2025-05-04 02:41:16,061 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-04 02:45:23,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 02:45:24,460 - pyskl - INFO - +top1_acc 0.7432 +top5_acc 0.9493 +2025-05-04 02:45:24,481 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7432, top5_acc: 0.9493 +2025-05-04 02:46:32,490 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 7:35:53, time: 0.680, data_time: 0.229, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 4.0080, loss: 4.0080 +2025-05-04 02:47:17,662 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 7:35:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.1123, loss: 4.1123 +2025-05-04 02:48:03,046 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 7:34:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.9754, loss: 3.9754 +2025-05-04 02:48:48,470 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 7:33:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.1044, loss: 4.1044 +2025-05-04 02:49:33,815 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 7:32:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9669, loss_cls: 3.9683, loss: 3.9683 +2025-05-04 02:50:19,155 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 7:31:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.9839, loss: 3.9839 +2025-05-04 02:51:04,570 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 7:30:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.8592, loss: 3.8592 +2025-05-04 02:51:49,970 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 7:30:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 3.9061, loss: 3.9061 +2025-05-04 02:52:35,416 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 7:29:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 4.0424, loss: 4.0424 +2025-05-04 02:53:20,623 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 7:28:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 4.0171, loss: 4.0171 +2025-05-04 02:54:05,838 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 7:27:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.9689, loss: 3.9689 +2025-05-04 02:54:51,128 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 7:26:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 4.0539, loss: 4.0539 +2025-05-04 02:55:36,483 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 7:26:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 4.2256, loss: 4.2256 +2025-05-04 02:56:21,749 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 7:25:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.9338, loss: 3.9338 +2025-05-04 02:57:06,895 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 7:24:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.9400, loss: 3.9400 +2025-05-04 02:57:52,053 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 7:23:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9790, loss: 3.9790 +2025-05-04 02:58:37,179 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 7:22:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9637, loss_cls: 4.0159, loss: 4.0159 +2025-05-04 02:59:22,446 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 7:21:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 4.1038, loss: 4.1038 +2025-05-04 03:00:07,816 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 7:21:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 3.9545, loss: 3.9545 +2025-05-04 03:00:53,243 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 7:20:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 4.0345, loss: 4.0345 +2025-05-04 03:01:38,721 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 7:19:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 3.9400, loss: 3.9400 +2025-05-04 03:02:24,300 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 7:18:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 4.0936, loss: 4.0936 +2025-05-04 03:03:09,650 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 7:17:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 4.0556, loss: 4.0556 +2025-05-04 03:03:54,830 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 7:16:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.1060, loss: 4.1060 +2025-05-04 03:04:40,114 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 7:16:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 4.0997, loss: 4.0997 +2025-05-04 03:05:25,457 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 7:15:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.9672, loss: 3.9672 +2025-05-04 03:06:10,713 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 7:14:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.9050, loss: 3.9050 +2025-05-04 03:06:55,811 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 7:13:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 3.8660, loss: 3.8660 +2025-05-04 03:07:40,925 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 7:12:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.9915, loss: 3.9915 +2025-05-04 03:08:25,964 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 7:11:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9909, loss: 3.9909 +2025-05-04 03:09:11,083 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 7:11:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 4.0172, loss: 4.0172 +2025-05-04 03:09:56,134 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 7:10:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.1044, loss: 4.1044 +2025-05-04 03:10:41,208 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 7:09:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9945, loss: 3.9945 +2025-05-04 03:11:26,291 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 7:08:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 4.2156, loss: 4.2156 +2025-05-04 03:11:28,882 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-04 03:15:35,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 03:15:36,395 - pyskl - INFO - +top1_acc 0.7324 +top5_acc 0.9423 +2025-05-04 03:15:36,415 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7324, top5_acc: 0.9423 +2025-05-04 03:16:44,247 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 7:09:35, time: 0.678, data_time: 0.226, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.8868, loss: 3.8868 +2025-05-04 03:17:29,355 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 7:08:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.9343, loss: 3.9343 +2025-05-04 03:18:14,609 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 7:07:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 4.0410, loss: 4.0410 +2025-05-04 03:18:59,686 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 7:07:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 4.0363, loss: 4.0363 +2025-05-04 03:19:44,772 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 7:06:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.8777, loss: 3.8777 +2025-05-04 03:20:29,913 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 7:05:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.8271, loss: 3.8271 +2025-05-04 03:21:15,167 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 7:04:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.9768, loss: 3.9768 +2025-05-04 03:22:00,364 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 7:03:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 4.0201, loss: 4.0201 +2025-05-04 03:22:45,555 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 7:02:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 4.0104, loss: 4.0104 +2025-05-04 03:23:30,791 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 7:02:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 4.1101, loss: 4.1101 +2025-05-04 03:24:15,909 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 7:01:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 4.0402, loss: 4.0402 +2025-05-04 03:25:00,982 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 7:00:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.9391, loss: 3.9391 +2025-05-04 03:25:46,093 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 6:59:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 4.0961, loss: 4.0961 +2025-05-04 03:26:31,242 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 6:58:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 4.0831, loss: 4.0831 +2025-05-04 03:27:16,343 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 6:57:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 4.0428, loss: 4.0428 +2025-05-04 03:28:01,503 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 6:57:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.9845, loss: 3.9845 +2025-05-04 03:28:46,603 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 6:56:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.9379, loss: 3.9379 +2025-05-04 03:29:31,763 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 6:55:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.9785, loss: 3.9785 +2025-05-04 03:30:16,953 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 6:54:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 4.0537, loss: 4.0537 +2025-05-04 03:31:02,085 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 6:53:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.0950, loss: 4.0950 +2025-05-04 03:31:47,225 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 6:52:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.9756, loss: 3.9756 +2025-05-04 03:32:32,359 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 6:52:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.8906, loss: 3.8906 +2025-05-04 03:33:17,516 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 6:51:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9637, loss_cls: 4.0647, loss: 4.0647 +2025-05-04 03:34:02,642 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 6:50:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.9608, loss: 3.9608 +2025-05-04 03:34:47,853 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 6:49:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.9921, loss: 3.9921 +2025-05-04 03:35:33,199 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 6:48:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 3.9665, loss: 3.9665 +2025-05-04 03:36:18,547 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 6:47:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.9390, loss: 3.9390 +2025-05-04 03:37:03,931 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 6:47:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 4.0129, loss: 4.0129 +2025-05-04 03:37:49,142 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 6:46:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.9952, loss: 3.9952 +2025-05-04 03:38:34,351 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 6:45:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 3.8751, loss: 3.8751 +2025-05-04 03:39:19,579 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 6:44:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.9560, loss: 3.9560 +2025-05-04 03:40:05,156 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 6:43:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.9746, loss: 3.9746 +2025-05-04 03:40:50,907 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 6:43:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.1682, loss: 4.1682 +2025-05-04 03:41:36,381 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 6:42:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.9876, loss: 3.9876 +2025-05-04 03:41:38,968 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-04 03:45:46,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 03:45:47,057 - pyskl - INFO - +top1_acc 0.7199 +top5_acc 0.9361 +2025-05-04 03:45:47,080 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7199, top5_acc: 0.9361 +2025-05-04 03:46:55,010 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 6:43:11, time: 0.679, data_time: 0.224, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 4.0693, loss: 4.0693 +2025-05-04 03:47:40,446 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 6:42:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.8718, loss: 3.8718 +2025-05-04 03:48:25,571 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 6:41:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.8531, loss: 3.8531 +2025-05-04 03:49:10,719 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 6:40:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9669, loss_cls: 4.0470, loss: 4.0470 +2025-05-04 03:49:55,810 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 6:39:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.9420, loss: 3.9420 +2025-05-04 03:50:40,951 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 6:39:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.8629, loss: 3.8629 +2025-05-04 03:51:25,987 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 6:38:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 3.7632, loss: 3.7632 +2025-05-04 03:52:11,147 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 6:37:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9037, loss: 3.9037 +2025-05-04 03:52:56,224 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 6:36:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.9568, loss: 3.9568 +2025-05-04 03:53:41,441 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 6:35:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 4.0195, loss: 4.0195 +2025-05-04 03:54:26,602 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 6:34:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.9135, loss: 3.9135 +2025-05-04 03:55:11,750 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 6:34:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 4.0413, loss: 4.0413 +2025-05-04 03:55:56,893 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 6:33:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.9854, loss: 3.9854 +2025-05-04 03:56:42,045 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 6:32:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 4.0737, loss: 4.0737 +2025-05-04 03:57:27,197 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 6:31:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.8836, loss: 3.8836 +2025-05-04 03:58:12,182 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 6:30:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 3.8254, loss: 3.8254 +2025-05-04 03:58:57,209 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 6:29:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 4.0051, loss: 4.0051 +2025-05-04 03:59:42,264 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 6:29:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.8420, loss: 3.8420 +2025-05-04 04:00:27,353 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 6:28:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.9940, loss: 3.9940 +2025-05-04 04:01:12,498 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 6:27:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 3.8630, loss: 3.8630 +2025-05-04 04:01:57,621 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 6:26:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 4.0462, loss: 4.0462 +2025-05-04 04:02:42,743 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 6:25:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.9008, loss: 3.9008 +2025-05-04 04:03:27,849 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 6:24:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 4.0312, loss: 4.0312 +2025-05-04 04:04:13,060 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 6:24:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 4.0770, loss: 4.0770 +2025-05-04 04:04:58,178 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 6:23:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 3.9411, loss: 3.9411 +2025-05-04 04:05:43,389 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 6:22:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 3.9801, loss: 3.9801 +2025-05-04 04:06:28,504 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 6:21:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.9847, loss: 3.9847 +2025-05-04 04:07:13,610 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 6:20:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 4.1032, loss: 4.1032 +2025-05-04 04:07:58,685 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 6:19:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 3.9029, loss: 3.9029 +2025-05-04 04:08:43,723 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 6:19:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.8985, loss: 3.8985 +2025-05-04 04:09:28,800 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 6:18:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.8043, loss: 3.8043 +2025-05-04 04:10:13,794 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 6:17:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9663, loss_cls: 3.9814, loss: 3.9814 +2025-05-04 04:10:58,823 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 6:16:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.9469, loss: 3.9469 +2025-05-04 04:11:43,908 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 6:15:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 4.0079, loss: 4.0079 +2025-05-04 04:11:46,559 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-04 04:15:53,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 04:15:53,856 - pyskl - INFO - +top1_acc 0.7503 +top5_acc 0.9438 +2025-05-04 04:15:53,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_21.pth was removed +2025-05-04 04:15:54,948 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-05-04 04:15:54,950 - pyskl - INFO - Best top1_acc is 0.7503 at 25 epoch. +2025-05-04 04:15:54,971 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7503, top5_acc: 0.9438 +2025-05-04 04:17:02,442 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 6:16:30, time: 0.675, data_time: 0.225, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9700, loss_cls: 3.9881, loss: 3.9881 +2025-05-04 04:17:47,463 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 6:15:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 4.0022, loss: 4.0022 +2025-05-04 04:18:32,531 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 6:14:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.9351, loss: 3.9351 +2025-05-04 04:19:17,541 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 6:13:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9725, loss_cls: 3.7506, loss: 3.7506 +2025-05-04 04:20:02,607 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 6:13:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.8133, loss: 3.8133 +2025-05-04 04:20:47,638 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 6:12:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.9271, loss: 3.9271 +2025-05-04 04:21:32,726 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 6:11:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.8559, loss: 3.8559 +2025-05-04 04:22:17,848 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 6:10:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.9217, loss: 3.9217 +2025-05-04 04:23:02,971 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 6:09:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 3.8725, loss: 3.8725 +2025-05-04 04:23:48,095 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 6:08:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 4.0253, loss: 4.0253 +2025-05-04 04:24:33,259 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 6:08:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9719, loss_cls: 3.9515, loss: 3.9515 +2025-05-04 04:25:18,465 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 6:07:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.9369, loss: 3.9369 +2025-05-04 04:26:03,618 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 6:06:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.9312, loss: 3.9312 +2025-05-04 04:26:48,891 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 6:05:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.8725, loss: 3.8725 +2025-05-04 04:27:34,076 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 6:04:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 4.0441, loss: 4.0441 +2025-05-04 04:28:19,232 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 6:04:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.9135, loss: 3.9135 +2025-05-04 04:29:04,414 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 6:03:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.8209, loss: 3.8209 +2025-05-04 04:29:49,637 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 6:02:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.9088, loss: 3.9088 +2025-05-04 04:30:34,753 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 6:01:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 4.0320, loss: 4.0320 +2025-05-04 04:31:19,795 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 6:00:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.9127, loss: 3.9127 +2025-05-04 04:32:04,906 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 5:59:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 4.0295, loss: 4.0295 +2025-05-04 04:32:50,009 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 5:59:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 4.0177, loss: 4.0177 +2025-05-04 04:33:35,036 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 5:58:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 3.8985, loss: 3.8985 +2025-05-04 04:34:20,049 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 5:57:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.9957, loss: 3.9957 +2025-05-04 04:35:05,128 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 5:56:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.8390, loss: 3.8390 +2025-05-04 04:35:50,178 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 5:55:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 4.0581, loss: 4.0581 +2025-05-04 04:36:35,343 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 5:54:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 4.0264, loss: 4.0264 +2025-05-04 04:37:20,498 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 5:54:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 4.0777, loss: 4.0777 +2025-05-04 04:38:05,496 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 5:53:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.0527, loss: 4.0527 +2025-05-04 04:38:50,852 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 5:52:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 3.9711, loss: 3.9711 +2025-05-04 04:39:36,335 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 5:51:39, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.9332, loss: 3.9332 +2025-05-04 04:40:21,587 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 5:50:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.9380, loss: 3.9380 +2025-05-04 04:41:06,861 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 5:50:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.7540, loss: 3.7540 +2025-05-04 04:41:52,059 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 5:49:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 3.9816, loss: 3.9816 +2025-05-04 04:41:54,700 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-04 04:46:01,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 04:46:02,105 - pyskl - INFO - +top1_acc 0.7403 +top5_acc 0.9382 +2025-05-04 04:46:02,126 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7403, top5_acc: 0.9382 +2025-05-04 04:47:10,079 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 5:49:58, time: 0.679, data_time: 0.223, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.6720, loss: 3.6720 +2025-05-04 04:47:55,331 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 5:49:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.9584, loss: 3.9584 +2025-05-04 04:48:40,568 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 5:48:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 3.7990, loss: 3.7990 +2025-05-04 04:49:25,855 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 5:47:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.8095, loss: 3.8095 +2025-05-04 04:50:11,087 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 5:46:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.8904, loss: 3.8904 +2025-05-04 04:50:56,259 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 5:45:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.8918, loss: 3.8918 +2025-05-04 04:51:41,549 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 5:45:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.9419, loss: 3.9419 +2025-05-04 04:52:26,670 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 5:44:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.8022, loss: 3.8022 +2025-05-04 04:53:11,759 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 5:43:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.8031, loss: 3.8031 +2025-05-04 04:53:56,862 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 5:42:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.9802, loss: 3.9802 +2025-05-04 04:54:41,907 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 5:41:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 3.8913, loss: 3.8913 +2025-05-04 04:55:26,958 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 5:40:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.9782, loss: 3.9782 +2025-05-04 04:56:11,999 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 5:40:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.7628, loss: 3.7628 +2025-05-04 04:56:57,033 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 5:39:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.8668, loss: 3.8668 +2025-05-04 04:57:42,122 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 5:38:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.8979, loss: 3.8979 +2025-05-04 04:58:27,159 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 5:37:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 3.8191, loss: 3.8191 +2025-05-04 04:59:12,339 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 5:36:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 3.9307, loss: 3.9307 +2025-05-04 04:59:57,443 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 5:35:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 4.0906, loss: 4.0906 +2025-05-04 05:00:42,557 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 5:35:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.8303, loss: 3.8303 +2025-05-04 05:01:27,579 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 5:34:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.9086, loss: 3.9086 +2025-05-04 05:02:12,692 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 5:33:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.8390, loss: 3.8390 +2025-05-04 05:02:57,887 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 5:32:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.7446, loss: 3.7446 +2025-05-04 05:03:42,997 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 5:31:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.8565, loss: 3.8565 +2025-05-04 05:04:28,134 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 5:30:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.9222, loss: 3.9222 +2025-05-04 05:05:13,189 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 5:30:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 4.0967, loss: 4.0967 +2025-05-04 05:05:58,315 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 5:29:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.9893, loss: 3.9893 +2025-05-04 05:06:43,476 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 5:28:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.8857, loss: 3.8857 +2025-05-04 05:07:28,746 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 5:27:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 3.9472, loss: 3.9472 +2025-05-04 05:08:13,902 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 5:26:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 4.0593, loss: 4.0593 +2025-05-04 05:08:59,067 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 5:26:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 4.0186, loss: 4.0186 +2025-05-04 05:09:44,187 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 5:25:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.8963, loss: 3.8963 +2025-05-04 05:10:29,319 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 5:24:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.9328, loss: 3.9328 +2025-05-04 05:11:14,459 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 5:23:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9037, loss: 3.9037 +2025-05-04 05:11:59,486 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 5:22:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9663, loss_cls: 3.9746, loss: 3.9746 +2025-05-04 05:12:02,081 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-04 05:16:09,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 05:16:10,167 - pyskl - INFO - +top1_acc 0.7708 +top5_acc 0.9528 +2025-05-04 05:16:10,224 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_25.pth was removed +2025-05-04 05:16:11,316 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2025-05-04 05:16:11,317 - pyskl - INFO - Best top1_acc is 0.7708 at 27 epoch. +2025-05-04 05:16:11,339 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7708, top5_acc: 0.9528 +2025-05-04 05:17:19,523 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 5:23:29, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.8388, loss: 3.8388 +2025-05-04 05:18:04,654 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 5:22:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.9708, loss: 3.9708 +2025-05-04 05:18:49,762 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 5:21:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 3.9280, loss: 3.9280 +2025-05-04 05:19:34,846 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 5:21:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 3.8293, loss: 3.8293 +2025-05-04 05:20:19,882 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 5:20:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 3.9645, loss: 3.9645 +2025-05-04 05:21:04,979 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 5:19:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.7988, loss: 3.7988 +2025-05-04 05:21:50,031 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 5:18:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.7681, loss: 3.7681 +2025-05-04 05:22:35,069 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 5:17:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 4.0150, loss: 4.0150 +2025-05-04 05:23:20,195 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 5:16:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.8650, loss: 3.8650 +2025-05-04 05:24:05,346 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 5:16:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7598, loss: 3.7598 +2025-05-04 05:24:50,502 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 5:15:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.9046, loss: 3.9046 +2025-05-04 05:25:35,558 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 5:14:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.8818, loss: 3.8818 +2025-05-04 05:26:20,687 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 5:13:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.9357, loss: 3.9357 +2025-05-04 05:27:05,855 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 5:12:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.9749, loss: 3.9749 +2025-05-04 05:27:50,984 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 5:11:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.8220, loss: 3.8220 +2025-05-04 05:28:36,145 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 5:11:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.8800, loss: 3.8800 +2025-05-04 05:29:21,308 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 5:10:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.9699, loss: 3.9699 +2025-05-04 05:30:06,456 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 5:09:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.9172, loss: 3.9172 +2025-05-04 05:30:51,581 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 5:08:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.8047, loss: 3.8047 +2025-05-04 05:31:36,707 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 5:07:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.8839, loss: 3.8839 +2025-05-04 05:32:21,875 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 5:07:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 3.9600, loss: 3.9600 +2025-05-04 05:33:06,950 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 5:06:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8611, loss: 3.8611 +2025-05-04 05:33:52,076 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 5:05:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 3.9705, loss: 3.9705 +2025-05-04 05:34:37,112 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 5:04:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.9467, loss: 3.9467 +2025-05-04 05:35:22,165 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 5:03:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.9942, loss: 3.9942 +2025-05-04 05:36:07,156 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 5:02:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.8589, loss: 3.8589 +2025-05-04 05:36:52,185 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 5:02:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8737, loss: 3.8737 +2025-05-04 05:37:37,198 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 5:01:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 3.8196, loss: 3.8196 +2025-05-04 05:38:22,383 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 5:00:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.7702, loss: 3.7702 +2025-05-04 05:39:07,492 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 4:59:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7380, loss: 3.7380 +2025-05-04 05:39:52,626 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 4:58:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.8780, loss: 3.8780 +2025-05-04 05:40:37,832 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 4:57:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.9720, loss: 3.9720 +2025-05-04 05:41:22,917 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 4:57:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.8910, loss: 3.8910 +2025-05-04 05:42:07,994 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 4:56:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.8786, loss: 3.8786 +2025-05-04 05:42:10,622 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-04 05:46:21,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 05:46:21,959 - pyskl - INFO - +top1_acc 0.7203 +top5_acc 0.9364 +2025-05-04 05:46:21,979 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7203, top5_acc: 0.9364 +2025-05-04 05:47:29,183 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 4:56:54, time: 0.672, data_time: 0.221, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.9316, loss: 3.9316 +2025-05-04 05:48:14,232 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 4:56:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.8246, loss: 3.8246 +2025-05-04 05:48:59,312 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 4:55:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 3.7825, loss: 3.7825 +2025-05-04 05:49:44,515 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 4:54:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 3.9164, loss: 3.9164 +2025-05-04 05:50:29,603 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 4:53:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.6964, loss: 3.6964 +2025-05-04 05:51:14,724 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 4:52:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.7933, loss: 3.7933 +2025-05-04 05:51:59,794 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 4:51:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 3.9543, loss: 3.9543 +2025-05-04 05:52:44,946 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 4:51:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.7284, loss: 3.7284 +2025-05-04 05:53:30,049 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 4:50:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.7251, loss: 3.7251 +2025-05-04 05:54:15,143 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 4:49:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.6872, loss: 3.6872 +2025-05-04 05:55:00,264 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 4:48:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.6921, loss: 3.6921 +2025-05-04 05:55:45,469 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 4:47:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.8179, loss: 3.8179 +2025-05-04 05:56:30,578 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 4:47:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.7762, loss: 3.7762 +2025-05-04 05:57:15,795 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 4:46:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.8381, loss: 3.8381 +2025-05-04 05:58:01,010 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 4:45:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.8606, loss: 3.8606 +2025-05-04 05:58:46,129 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 4:44:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.8870, loss: 3.8870 +2025-05-04 05:59:31,341 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 4:43:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.9171, loss: 3.9171 +2025-05-04 06:00:16,485 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 4:42:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 4.0310, loss: 4.0310 +2025-05-04 06:01:01,552 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 4:42:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.9292, loss: 3.9292 +2025-05-04 06:01:46,694 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 4:41:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.7898, loss: 3.7898 +2025-05-04 06:02:31,803 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 4:40:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.9592, loss: 3.9592 +2025-05-04 06:03:16,933 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 4:39:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 3.9532, loss: 3.9532 +2025-05-04 06:04:01,997 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 4:38:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 3.8824, loss: 3.8824 +2025-05-04 06:04:47,221 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 4:38:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.8897, loss: 3.8897 +2025-05-04 06:05:32,455 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 4:37:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7760, loss: 3.7760 +2025-05-04 06:06:17,612 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 4:36:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.9035, loss: 3.9035 +2025-05-04 06:07:02,776 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 4:35:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.9042, loss: 3.9042 +2025-05-04 06:07:47,873 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 4:34:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 3.8286, loss: 3.8286 +2025-05-04 06:08:32,949 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 4:33:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.9103, loss: 3.9103 +2025-05-04 06:09:18,022 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 4:33:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7666, loss: 3.7666 +2025-05-04 06:10:03,015 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 4:32:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 4.0760, loss: 4.0760 +2025-05-04 06:10:48,051 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 4:31:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 3.8644, loss: 3.8644 +2025-05-04 06:11:33,170 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 4:30:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 3.9848, loss: 3.9848 +2025-05-04 06:12:18,344 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 4:29:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9663, loss_cls: 3.8943, loss: 3.8943 +2025-05-04 06:12:20,987 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-04 06:16:27,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 06:16:28,528 - pyskl - INFO - +top1_acc 0.7181 +top5_acc 0.9379 +2025-05-04 06:16:28,552 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7181, top5_acc: 0.9379 +2025-05-04 06:17:35,922 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 4:30:25, time: 0.674, data_time: 0.222, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.7656, loss: 3.7656 +2025-05-04 06:18:20,944 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 4:29:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.7788, loss: 3.7788 +2025-05-04 06:19:06,111 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 4:28:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.7619, loss: 3.7619 +2025-05-04 06:19:51,167 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 4:27:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.7570, loss: 3.7570 +2025-05-04 06:20:36,270 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 4:27:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.7259, loss: 3.7259 +2025-05-04 06:21:21,426 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 4:26:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.8050, loss: 3.8050 +2025-05-04 06:22:06,592 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 4:25:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.6565, loss: 3.6565 +2025-05-04 06:22:51,746 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 4:24:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 3.8865, loss: 3.8865 +2025-05-04 06:23:36,841 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 4:23:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9738, loss_cls: 3.7604, loss: 3.7604 +2025-05-04 06:24:21,978 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 4:23:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.9122, loss: 3.9122 +2025-05-04 06:25:07,220 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 4:22:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.8467, loss: 3.8467 +2025-05-04 06:25:52,439 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 4:21:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.8277, loss: 3.8277 +2025-05-04 06:26:37,659 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 4:20:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.7614, loss: 3.7614 +2025-05-04 06:27:22,823 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 4:19:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 3.8394, loss: 3.8394 +2025-05-04 06:28:07,991 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 4:19:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.7372, loss: 3.7372 +2025-05-04 06:28:53,126 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 4:18:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.9831, loss: 3.9831 +2025-05-04 06:29:38,207 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 4:17:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.7998, loss: 3.7998 +2025-05-04 06:30:23,289 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 4:16:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.9472, loss: 3.9472 +2025-05-04 06:31:08,360 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 4:15:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.9089, loss: 3.9089 +2025-05-04 06:31:53,494 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 4:14:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 3.8913, loss: 3.8913 +2025-05-04 06:32:38,531 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 4:14:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9725, loss_cls: 3.7929, loss: 3.7929 +2025-05-04 06:33:23,635 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 4:13:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8387, loss: 3.8387 +2025-05-04 06:34:08,740 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 4:12:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.9372, loss: 3.9372 +2025-05-04 06:34:53,834 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 4:11:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.8010, loss: 3.8010 +2025-05-04 06:35:38,902 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 4:10:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.9405, loss: 3.9405 +2025-05-04 06:36:24,058 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 4:10:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 3.8129, loss: 3.8129 +2025-05-04 06:37:09,232 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 4:09:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9547, loss: 3.9547 +2025-05-04 06:37:54,377 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 4:08:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.9398, loss: 3.9398 +2025-05-04 06:38:39,474 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 4:07:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7287, loss: 3.7287 +2025-05-04 06:39:24,585 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 4:06:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.6454, loss: 3.6454 +2025-05-04 06:40:09,691 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 4:05:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 3.8503, loss: 3.8503 +2025-05-04 06:40:54,916 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 4:05:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.9182, loss: 3.9182 +2025-05-04 06:41:40,094 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 4:04:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.0779, loss: 4.0779 +2025-05-04 06:42:25,217 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 4:03:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.8736, loss: 3.8736 +2025-05-04 06:42:27,810 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-04 06:46:34,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 06:46:35,443 - pyskl - INFO - +top1_acc 0.7536 +top5_acc 0.9484 +2025-05-04 06:46:35,463 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7536, top5_acc: 0.9484 +2025-05-04 06:47:43,101 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 4:03:59, time: 0.676, data_time: 0.225, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.7680, loss: 3.7680 +2025-05-04 06:48:27,940 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 4:03:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.7767, loss: 3.7767 +2025-05-04 06:49:13,043 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 4:02:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.7140, loss: 3.7140 +2025-05-04 06:49:58,094 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 4:01:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.7541, loss: 3.7541 +2025-05-04 06:50:43,278 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 4:00:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.8012, loss: 3.8012 +2025-05-04 06:51:28,492 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 3:59:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.8789, loss: 3.8789 +2025-05-04 06:52:13,569 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 3:59:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.6204, loss: 3.6204 +2025-05-04 06:52:58,636 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 3:58:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.8094, loss: 3.8094 +2025-05-04 06:53:43,705 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 3:57:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.7308, loss: 3.7308 +2025-05-04 06:54:28,712 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 3:56:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 3.8102, loss: 3.8102 +2025-05-04 06:55:13,720 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 3:55:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 3.7997, loss: 3.7997 +2025-05-04 06:55:58,736 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 3:54:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.7483, loss: 3.7483 +2025-05-04 06:56:43,801 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 3:54:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.7795, loss: 3.7795 +2025-05-04 06:57:28,820 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 3:53:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.8537, loss: 3.8537 +2025-05-04 06:58:13,890 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 3:52:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 3.9431, loss: 3.9431 +2025-05-04 06:58:58,936 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 3:51:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9706, loss_cls: 3.7318, loss: 3.7318 +2025-05-04 06:59:44,024 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 3:50:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.7629, loss: 3.7629 +2025-05-04 07:00:29,007 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 3:50:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8369, loss: 3.8369 +2025-05-04 07:01:13,953 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 3:49:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.9684, loss: 3.9684 +2025-05-04 07:01:58,894 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 3:48:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.8795, loss: 3.8795 +2025-05-04 07:02:43,879 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 3:47:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.8980, loss: 3.8980 +2025-05-04 07:03:28,865 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 3:46:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 3.8750, loss: 3.8750 +2025-05-04 07:04:13,920 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 3:45:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.7996, loss: 3.7996 +2025-05-04 07:04:58,927 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 3:45:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.9515, loss: 3.9515 +2025-05-04 07:05:43,915 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 3:44:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.8871, loss: 3.8871 +2025-05-04 07:06:29,006 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 3:43:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7608, loss: 3.7608 +2025-05-04 07:07:14,010 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 3:42:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.8271, loss: 3.8271 +2025-05-04 07:07:59,016 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 3:41:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.7080, loss: 3.7080 +2025-05-04 07:08:44,029 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 3:41:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.8564, loss: 3.8564 +2025-05-04 07:09:29,005 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 3:40:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 3.9592, loss: 3.9592 +2025-05-04 07:10:14,151 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 3:39:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.8536, loss: 3.8536 +2025-05-04 07:10:59,348 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 3:38:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.9199, loss: 3.9199 +2025-05-04 07:11:44,451 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 3:37:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 3.8859, loss: 3.8859 +2025-05-04 07:12:29,513 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 3:36:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.8210, loss: 3.8210 +2025-05-04 07:12:32,123 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-04 07:16:39,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 07:16:39,932 - pyskl - INFO - +top1_acc 0.7554 +top5_acc 0.9453 +2025-05-04 07:16:39,952 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7554, top5_acc: 0.9453 +2025-05-04 07:17:47,499 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 3:37:25, time: 0.675, data_time: 0.225, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.7473, loss: 3.7473 +2025-05-04 07:18:32,597 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 3:36:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.7562, loss: 3.7562 +2025-05-04 07:19:17,622 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 3:35:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.7240, loss: 3.7240 +2025-05-04 07:20:02,840 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 3:34:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.8403, loss: 3.8403 +2025-05-04 07:20:47,710 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 3:34:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.7197, loss: 3.7197 +2025-05-04 07:21:32,776 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 3:33:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.8671, loss: 3.8671 +2025-05-04 07:22:17,735 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 3:32:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.9098, loss: 3.9098 +2025-05-04 07:23:02,749 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 3:31:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7514, loss: 3.7514 +2025-05-04 07:23:47,762 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 3:30:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.7481, loss: 3.7481 +2025-05-04 07:24:32,740 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 3:30:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9725, loss_cls: 3.8013, loss: 3.8013 +2025-05-04 07:25:17,547 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 3:29:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.8687, loss: 3.8687 +2025-05-04 07:26:02,547 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 3:28:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9744, loss_cls: 3.9563, loss: 3.9563 +2025-05-04 07:26:47,627 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 3:27:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.7892, loss: 3.7892 +2025-05-04 07:27:32,563 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 3:26:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6848, loss: 3.6848 +2025-05-04 07:28:17,645 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 3:25:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 3.7759, loss: 3.7759 +2025-05-04 07:29:02,687 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 3:25:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.7466, loss: 3.7466 +2025-05-04 07:29:47,614 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 3:24:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.7690, loss: 3.7690 +2025-05-04 07:30:32,574 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 3:23:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.7010, loss: 3.7010 +2025-05-04 07:31:17,478 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 3:22:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.9845, loss: 3.9845 +2025-05-04 07:32:02,437 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 3:21:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.7877, loss: 3.7877 +2025-05-04 07:32:47,364 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 3:21:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.8919, loss: 3.8919 +2025-05-04 07:33:32,230 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 3:20:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 3.8836, loss: 3.8836 +2025-05-04 07:34:17,189 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 3:19:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.9473, loss: 3.9473 +2025-05-04 07:35:02,498 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 3:18:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7468, loss: 3.7468 +2025-05-04 07:35:47,484 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 3:17:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 3.7818, loss: 3.7818 +2025-05-04 07:36:32,442 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 3:16:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.7545, loss: 3.7545 +2025-05-04 07:37:17,422 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 3:16:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7912, loss: 3.7912 +2025-05-04 07:38:02,368 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 3:15:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.8947, loss: 3.8947 +2025-05-04 07:38:47,297 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 3:14:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.7743, loss: 3.7743 +2025-05-04 07:39:32,453 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 3:13:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.7716, loss: 3.7716 +2025-05-04 07:40:17,661 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 3:12:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 3.7912, loss: 3.7912 +2025-05-04 07:41:02,799 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 3:12:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.8033, loss: 3.8033 +2025-05-04 07:41:47,876 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 3:11:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.7871, loss: 3.7871 +2025-05-04 07:42:33,116 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 3:10:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.7843, loss: 3.7843 +2025-05-04 07:42:35,732 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-04 07:46:43,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 07:46:43,544 - pyskl - INFO - +top1_acc 0.7506 +top5_acc 0.9420 +2025-05-04 07:46:43,565 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7506, top5_acc: 0.9420 +2025-05-04 07:47:51,383 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 3:10:51, time: 0.678, data_time: 0.225, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.7339, loss: 3.7339 +2025-05-04 07:48:36,556 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 3:10:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.7593, loss: 3.7593 +2025-05-04 07:49:21,878 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 3:09:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.7872, loss: 3.7872 +2025-05-04 07:50:07,112 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 3:08:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.7153, loss: 3.7153 +2025-05-04 07:50:52,297 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 3:07:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9719, loss_cls: 3.8111, loss: 3.8111 +2025-05-04 07:51:37,297 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 3:06:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8701, loss: 3.8701 +2025-05-04 07:52:22,347 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 3:06:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9706, loss_cls: 3.8426, loss: 3.8426 +2025-05-04 07:53:07,477 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 3:05:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.7809, loss: 3.7809 +2025-05-04 07:53:52,571 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 3:04:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.7924, loss: 3.7924 +2025-05-04 07:54:37,526 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 3:03:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.7366, loss: 3.7366 +2025-05-04 07:55:22,566 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 3:02:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.8325, loss: 3.8325 +2025-05-04 07:56:07,600 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 3:01:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9550, loss_cls: 3.6769, loss: 3.6769 +2025-05-04 07:56:52,565 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 3:01:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 3.9089, loss: 3.9089 +2025-05-04 07:57:37,615 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 3:00:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.7193, loss: 3.7193 +2025-05-04 07:58:22,706 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 2:59:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9756, loss_cls: 3.7572, loss: 3.7572 +2025-05-04 07:59:07,819 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 2:58:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.8692, loss: 3.8692 +2025-05-04 07:59:52,930 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 2:57:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7195, loss: 3.7195 +2025-05-04 08:00:37,878 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 2:57:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.8213, loss: 3.8213 +2025-05-04 08:01:22,830 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 2:56:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.7880, loss: 3.7880 +2025-05-04 08:02:07,827 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 2:55:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.6952, loss: 3.6952 +2025-05-04 08:02:52,918 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 2:54:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 3.8435, loss: 3.8435 +2025-05-04 08:03:37,983 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 2:53:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.8387, loss: 3.8387 +2025-05-04 08:04:23,020 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 2:52:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 3.8253, loss: 3.8253 +2025-05-04 08:05:08,134 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 2:52:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.8768, loss: 3.8768 +2025-05-04 08:05:53,175 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 2:51:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.8151, loss: 3.8151 +2025-05-04 08:06:38,236 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 2:50:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.9379, loss: 3.9379 +2025-05-04 08:07:23,264 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 2:49:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9650, loss_cls: 3.9168, loss: 3.9168 +2025-05-04 08:08:08,388 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 2:48:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.7933, loss: 3.7933 +2025-05-04 08:08:53,519 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 2:48:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 3.7675, loss: 3.7675 +2025-05-04 08:09:38,610 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 2:47:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.7840, loss: 3.7840 +2025-05-04 08:10:23,682 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 2:46:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.7888, loss: 3.7888 +2025-05-04 08:11:08,676 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 2:45:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.6721, loss: 3.6721 +2025-05-04 08:11:53,716 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 2:44:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.8486, loss: 3.8486 +2025-05-04 08:12:38,738 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 2:44:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.7734, loss: 3.7734 +2025-05-04 08:12:41,301 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-04 08:16:48,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 08:16:48,589 - pyskl - INFO - +top1_acc 0.7630 +top5_acc 0.9497 +2025-05-04 08:16:48,609 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7630, top5_acc: 0.9497 +2025-05-04 08:17:55,974 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 2:44:23, time: 0.674, data_time: 0.223, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.7267, loss: 3.7267 +2025-05-04 08:18:40,959 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 2:43:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.7638, loss: 3.7638 +2025-05-04 08:19:26,023 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 2:42:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.7895, loss: 3.7895 +2025-05-04 08:20:11,037 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 2:41:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.7478, loss: 3.7478 +2025-05-04 08:20:56,199 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 2:41:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.6355, loss: 3.6355 +2025-05-04 08:21:41,310 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 2:40:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 3.6761, loss: 3.6761 +2025-05-04 08:22:26,395 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 2:39:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.7508, loss: 3.7508 +2025-05-04 08:23:11,519 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 2:38:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 3.7224, loss: 3.7224 +2025-05-04 08:23:56,695 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 2:37:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.8074, loss: 3.8074 +2025-05-04 08:24:41,789 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 2:37:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.7191, loss: 3.7191 +2025-05-04 08:25:26,982 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 2:36:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7336, loss: 3.7336 +2025-05-04 08:26:12,255 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 2:35:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.7864, loss: 3.7864 +2025-05-04 08:26:57,246 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 2:34:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.8144, loss: 3.8144 +2025-05-04 08:27:42,289 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 2:33:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.9006, loss: 3.9006 +2025-05-04 08:28:27,413 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 2:33:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.7225, loss: 3.7225 +2025-05-04 08:29:12,491 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 2:32:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.9666, loss: 3.9666 +2025-05-04 08:29:57,423 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 2:31:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.6647, loss: 3.6647 +2025-05-04 08:30:42,352 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 2:30:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6980, loss: 3.6980 +2025-05-04 08:31:27,370 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 2:29:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6900, loss: 3.6900 +2025-05-04 08:32:12,345 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 2:29:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.6229, loss: 3.6229 +2025-05-04 08:32:57,322 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 2:28:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.7308, loss: 3.7308 +2025-05-04 08:33:42,323 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 2:27:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.8253, loss: 3.8253 +2025-05-04 08:34:27,337 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 2:26:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.7546, loss: 3.7546 +2025-05-04 08:35:12,350 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 2:25:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7337, loss: 3.7337 +2025-05-04 08:35:57,438 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 2:24:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.9181, loss: 3.9181 +2025-05-04 08:36:42,511 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 2:24:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 3.8187, loss: 3.8187 +2025-05-04 08:37:27,562 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 2:23:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.7425, loss: 3.7425 +2025-05-04 08:38:12,587 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 2:22:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.8250, loss: 3.8250 +2025-05-04 08:38:57,598 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 2:21:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.7540, loss: 3.7540 +2025-05-04 08:39:42,678 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 2:20:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.8458, loss: 3.8458 +2025-05-04 08:40:27,694 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 2:20:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.7237, loss: 3.7237 +2025-05-04 08:41:12,906 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 2:19:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 3.7771, loss: 3.7771 +2025-05-04 08:41:57,979 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 2:18:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.7233, loss: 3.7233 +2025-05-04 08:42:43,037 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 2:17:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.7483, loss: 3.7483 +2025-05-04 08:42:45,610 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-04 08:46:56,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 08:46:56,828 - pyskl - INFO - +top1_acc 0.7588 +top5_acc 0.9523 +2025-05-04 08:46:56,849 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7588, top5_acc: 0.9523 +2025-05-04 08:48:03,889 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 2:17:56, time: 0.670, data_time: 0.221, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.7579, loss: 3.7579 +2025-05-04 08:48:48,915 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 2:17:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.7960, loss: 3.7960 +2025-05-04 08:49:33,937 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 2:16:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.6770, loss: 3.6770 +2025-05-04 08:50:18,985 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 2:15:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.7497, loss: 3.7497 +2025-05-04 08:51:03,971 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 2:14:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.7213, loss: 3.7213 +2025-05-04 08:51:49,108 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 2:13:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9738, loss_cls: 3.6638, loss: 3.6638 +2025-05-04 08:52:34,091 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 2:13:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.7567, loss: 3.7567 +2025-05-04 08:53:19,158 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 2:12:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7812, loss: 3.7812 +2025-05-04 08:54:04,220 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 2:11:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.7422, loss: 3.7422 +2025-05-04 08:54:49,372 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 2:10:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7519, loss: 3.7519 +2025-05-04 08:55:34,379 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 2:09:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.7533, loss: 3.7533 +2025-05-04 08:56:19,377 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 2:09:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.7317, loss: 3.7317 +2025-05-04 08:57:04,461 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 2:08:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.7284, loss: 3.7284 +2025-05-04 08:57:49,531 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 2:07:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 3.7825, loss: 3.7825 +2025-05-04 08:58:34,506 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 2:06:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.8402, loss: 3.8402 +2025-05-04 08:59:19,490 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 2:05:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.7824, loss: 3.7824 +2025-05-04 09:00:04,450 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 2:04:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.6669, loss: 3.6669 +2025-05-04 09:00:49,388 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 2:04:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 3.7759, loss: 3.7759 +2025-05-04 09:01:34,285 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 2:03:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.7189, loss: 3.7189 +2025-05-04 09:02:19,205 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 2:02:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.8232, loss: 3.8232 +2025-05-04 09:03:04,195 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 2:01:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.9150, loss: 3.9150 +2025-05-04 09:03:49,241 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 2:00:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.7088, loss: 3.7088 +2025-05-04 09:04:34,230 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 2:00:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.6624, loss: 3.6624 +2025-05-04 09:05:19,283 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 1:59:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.8130, loss: 3.8130 +2025-05-04 09:06:04,326 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 1:58:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 3.6639, loss: 3.6639 +2025-05-04 09:06:49,394 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 1:57:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 3.8543, loss: 3.8543 +2025-05-04 09:07:34,391 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 1:56:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 3.7297, loss: 3.7297 +2025-05-04 09:08:19,408 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 1:56:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.7392, loss: 3.7392 +2025-05-04 09:09:04,504 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 1:55:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.8771, loss: 3.8771 +2025-05-04 09:09:49,530 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 1:54:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.8634, loss: 3.8634 +2025-05-04 09:10:34,558 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 1:53:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.6767, loss: 3.6767 +2025-05-04 09:11:19,625 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 1:52:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.8837, loss: 3.8837 +2025-05-04 09:12:04,684 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 1:52:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 3.7821, loss: 3.7821 +2025-05-04 09:12:49,752 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 1:51:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.8483, loss: 3.8483 +2025-05-04 09:12:52,349 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-04 09:16:58,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 09:16:59,532 - pyskl - INFO - +top1_acc 0.7502 +top5_acc 0.9485 +2025-05-04 09:16:59,552 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7502, top5_acc: 0.9485 +2025-05-04 09:18:06,748 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 1:51:27, time: 0.672, data_time: 0.222, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.7028, loss: 3.7028 +2025-05-04 09:18:51,822 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 1:50:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.6180, loss: 3.6180 +2025-05-04 09:19:36,949 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 1:49:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.6993, loss: 3.6993 +2025-05-04 09:20:22,015 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 1:49:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6812, loss: 3.6812 +2025-05-04 09:21:07,189 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 1:48:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.7541, loss: 3.7541 +2025-05-04 09:21:52,342 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 1:47:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.8954, loss: 3.8954 +2025-05-04 09:22:37,498 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 1:46:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5611, loss: 3.5611 +2025-05-04 09:23:22,585 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 1:45:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.5129, loss: 3.5129 +2025-05-04 09:24:07,662 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 1:45:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.8308, loss: 3.8308 +2025-05-04 09:24:52,698 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 1:44:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 3.7656, loss: 3.7656 +2025-05-04 09:25:37,732 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 1:43:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.8206, loss: 3.8206 +2025-05-04 09:26:22,807 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 1:42:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.9011, loss: 3.9011 +2025-05-04 09:27:08,106 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 1:41:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.7918, loss: 3.7918 +2025-05-04 09:27:53,214 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 1:41:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.6595, loss: 3.6595 +2025-05-04 09:28:38,280 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 1:40:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.6214, loss: 3.6214 +2025-05-04 09:29:23,330 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 1:39:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.7883, loss: 3.7883 +2025-05-04 09:30:08,366 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 1:38:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.7937, loss: 3.7937 +2025-05-04 09:30:53,348 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 1:37:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.6520, loss: 3.6520 +2025-05-04 09:31:38,316 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 1:36:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.8364, loss: 3.8364 +2025-05-04 09:32:23,265 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 1:36:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.7692, loss: 3.7692 +2025-05-04 09:33:08,236 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 1:35:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.7992, loss: 3.7992 +2025-05-04 09:33:53,217 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 1:34:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.6123, loss: 3.6123 +2025-05-04 09:34:38,182 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 1:33:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.7579, loss: 3.7579 +2025-05-04 09:35:23,162 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 1:32:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.7993, loss: 3.7993 +2025-05-04 09:36:08,159 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 1:32:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 3.7179, loss: 3.7179 +2025-05-04 09:36:53,137 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 1:31:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 3.8199, loss: 3.8199 +2025-05-04 09:37:38,163 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 1:30:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.7450, loss: 3.7450 +2025-05-04 09:38:23,095 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 1:29:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 3.8682, loss: 3.8682 +2025-05-04 09:39:08,135 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 1:28:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7624, loss: 3.7624 +2025-05-04 09:39:53,198 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 1:28:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.6454, loss: 3.6454 +2025-05-04 09:40:38,179 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 1:27:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.6763, loss: 3.6763 +2025-05-04 09:41:23,109 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 1:26:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.7385, loss: 3.7385 +2025-05-04 09:42:07,973 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 1:25:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.7151, loss: 3.7151 +2025-05-04 09:42:52,839 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 1:24:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.6987, loss: 3.6987 +2025-05-04 09:42:55,426 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-04 09:47:02,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 09:47:02,555 - pyskl - INFO - +top1_acc 0.7586 +top5_acc 0.9475 +2025-05-04 09:47:02,576 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7586, top5_acc: 0.9475 +2025-05-04 09:48:09,668 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 1:25:01, time: 0.671, data_time: 0.222, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.7071, loss: 3.7071 +2025-05-04 09:48:54,704 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 1:24:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.5265, loss: 3.5265 +2025-05-04 09:49:39,762 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 1:23:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.5907, loss: 3.5907 +2025-05-04 09:50:24,868 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 1:22:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.7548, loss: 3.7548 +2025-05-04 09:51:09,901 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 1:21:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.6575, loss: 3.6575 +2025-05-04 09:51:55,007 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 1:20:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.5863, loss: 3.5863 +2025-05-04 09:52:40,142 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 1:20:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7248, loss: 3.7248 +2025-05-04 09:53:25,191 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 1:19:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.8422, loss: 3.8422 +2025-05-04 09:54:10,281 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 1:18:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.6614, loss: 3.6614 +2025-05-04 09:54:55,379 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 1:17:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.7760, loss: 3.7760 +2025-05-04 09:55:40,596 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 1:16:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.6713, loss: 3.6713 +2025-05-04 09:56:25,722 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 1:16:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.7010, loss: 3.7010 +2025-05-04 09:57:10,876 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 1:15:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.8359, loss: 3.8359 +2025-05-04 09:57:55,982 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 1:14:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.6363, loss: 3.6363 +2025-05-04 09:58:40,974 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 1:13:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.7478, loss: 3.7478 +2025-05-04 09:59:26,048 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 1:12:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.6923, loss: 3.6923 +2025-05-04 10:00:11,122 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 1:12:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.7752, loss: 3.7752 +2025-05-04 10:00:56,255 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 1:11:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.8600, loss: 3.8600 +2025-05-04 10:01:41,387 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 1:10:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.7373, loss: 3.7373 +2025-05-04 10:02:26,544 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 1:09:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 3.8657, loss: 3.8657 +2025-05-04 10:03:11,754 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 1:08:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6697, loss: 3.6697 +2025-05-04 10:03:56,904 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 1:08:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.7975, loss: 3.7975 +2025-05-04 10:04:41,983 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 1:07:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.8185, loss: 3.8185 +2025-05-04 10:05:27,293 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 1:06:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.7161, loss: 3.7161 +2025-05-04 10:06:12,441 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 1:05:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.7308, loss: 3.7308 +2025-05-04 10:06:57,528 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 1:04:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.7719, loss: 3.7719 +2025-05-04 10:07:42,613 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 1:04:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.7372, loss: 3.7372 +2025-05-04 10:08:27,726 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 1:03:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 3.9192, loss: 3.9192 +2025-05-04 10:09:12,846 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 1:02:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.6588, loss: 3.6588 +2025-05-04 10:09:57,992 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 1:01:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.7126, loss: 3.7126 +2025-05-04 10:10:43,136 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 1:00:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.7140, loss: 3.7140 +2025-05-04 10:11:28,294 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 1:00:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.6097, loss: 3.6097 +2025-05-04 10:12:13,399 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 0:59:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.7056, loss: 3.7056 +2025-05-04 10:12:58,527 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 0:58:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.6593, loss: 3.6593 +2025-05-04 10:13:01,120 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-04 10:17:07,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 10:17:08,397 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9550 +2025-05-04 10:17:08,455 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_27.pth was removed +2025-05-04 10:17:09,519 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-05-04 10:17:09,520 - pyskl - INFO - Best top1_acc is 0.7801 at 37 epoch. +2025-05-04 10:17:09,544 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7801, top5_acc: 0.9550 +2025-05-04 10:18:17,422 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 0:58:47, time: 0.679, data_time: 0.228, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 3.6577, loss: 3.6577 +2025-05-04 10:19:02,534 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 0:57:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.6077, loss: 3.6077 +2025-05-04 10:19:47,574 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 0:57:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.7461, loss: 3.7461 +2025-05-04 10:20:32,582 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 0:56:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.7190, loss: 3.7190 +2025-05-04 10:21:17,626 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 0:55:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.6623, loss: 3.6623 +2025-05-04 10:22:02,674 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 0:54:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 3.6707, loss: 3.6707 +2025-05-04 10:22:47,719 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 0:53:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9756, loss_cls: 3.6551, loss: 3.6551 +2025-05-04 10:23:32,854 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 0:53:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6301, loss: 3.6301 +2025-05-04 10:24:17,947 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 0:52:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.6007, loss: 3.6007 +2025-05-04 10:25:03,077 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 0:51:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.6921, loss: 3.6921 +2025-05-04 10:25:48,178 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 0:50:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.7076, loss: 3.7076 +2025-05-04 10:26:33,295 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 0:49:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 3.7399, loss: 3.7399 +2025-05-04 10:27:18,445 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 0:49:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.5804, loss: 3.5804 +2025-05-04 10:28:03,581 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 0:48:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9706, loss_cls: 3.7503, loss: 3.7503 +2025-05-04 10:28:48,695 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 0:47:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7999, loss: 3.7999 +2025-05-04 10:29:33,783 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 0:46:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.7889, loss: 3.7889 +2025-05-04 10:30:18,978 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 0:45:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.8256, loss: 3.8256 +2025-05-04 10:31:04,057 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 0:45:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 3.9315, loss: 3.9315 +2025-05-04 10:31:49,274 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 0:44:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.5608, loss: 3.5608 +2025-05-04 10:32:34,257 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 0:43:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 3.6744, loss: 3.6744 +2025-05-04 10:33:19,261 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 0:42:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.7124, loss: 3.7124 +2025-05-04 10:34:04,300 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 0:41:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9712, loss_cls: 3.7927, loss: 3.7927 +2025-05-04 10:34:49,308 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 0:41:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 3.7704, loss: 3.7704 +2025-05-04 10:35:34,237 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 0:40:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.6902, loss: 3.6902 +2025-05-04 10:36:19,088 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 0:39:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.6209, loss: 3.6209 +2025-05-04 10:37:04,024 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 0:38:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.7923, loss: 3.7923 +2025-05-04 10:37:49,210 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 0:37:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.7021, loss: 3.7021 +2025-05-04 10:38:34,355 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 0:37:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.6803, loss: 3.6803 +2025-05-04 10:39:19,506 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 0:36:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 3.6983, loss: 3.6983 +2025-05-04 10:40:04,569 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 0:35:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.8109, loss: 3.8109 +2025-05-04 10:40:49,623 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 0:34:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.7840, loss: 3.7840 +2025-05-04 10:41:34,719 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 0:33:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.7473, loss: 3.7473 +2025-05-04 10:42:19,947 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 0:33:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9675, loss_cls: 3.7541, loss: 3.7541 +2025-05-04 10:43:05,216 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 0:32:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.7236, loss: 3.7236 +2025-05-04 10:43:07,800 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-04 10:47:18,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 10:47:19,250 - pyskl - INFO - +top1_acc 0.7683 +top5_acc 0.9511 +2025-05-04 10:47:19,271 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7683, top5_acc: 0.9511 +2025-05-04 10:48:26,796 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 0:32:30, time: 0.675, data_time: 0.221, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.6876, loss: 3.6876 +2025-05-04 10:49:12,090 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 0:31:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.6444, loss: 3.6444 +2025-05-04 10:49:57,494 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 0:30:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 3.5604, loss: 3.5604 +2025-05-04 10:50:42,583 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 0:30:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.7296, loss: 3.7296 +2025-05-04 10:51:27,679 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 0:29:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.6084, loss: 3.6084 +2025-05-04 10:52:12,730 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 0:28:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.6520, loss: 3.6520 +2025-05-04 10:52:57,754 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 0:27:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.6544, loss: 3.6544 +2025-05-04 10:53:42,823 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 2 days, 0:26:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.6018, loss: 3.6018 +2025-05-04 10:54:27,955 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 2 days, 0:26:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.8177, loss: 3.8177 +2025-05-04 10:55:13,049 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 2 days, 0:25:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.5220, loss: 3.5220 +2025-05-04 10:55:58,090 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 2 days, 0:24:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.4718, loss: 3.4718 +2025-05-04 10:56:43,226 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 2 days, 0:23:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.6232, loss: 3.6232 +2025-05-04 10:57:28,322 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 2 days, 0:22:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.5653, loss: 3.5653 +2025-05-04 10:58:13,335 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 2 days, 0:22:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.7475, loss: 3.7475 +2025-05-04 10:58:58,375 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 2 days, 0:21:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.6798, loss: 3.6798 +2025-05-04 10:59:43,461 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 2 days, 0:20:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.6274, loss: 3.6274 +2025-05-04 11:00:28,613 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 2 days, 0:19:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.6890, loss: 3.6890 +2025-05-04 11:01:13,760 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 2 days, 0:18:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.5698, loss: 3.5698 +2025-05-04 11:01:58,833 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 2 days, 0:18:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.7882, loss: 3.7882 +2025-05-04 11:02:43,911 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 2 days, 0:17:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.6217, loss: 3.6217 +2025-05-04 11:03:28,941 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 2 days, 0:16:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 3.7767, loss: 3.7767 +2025-05-04 11:04:14,046 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 2 days, 0:15:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.7658, loss: 3.7658 +2025-05-04 11:04:59,280 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 2 days, 0:14:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.7776, loss: 3.7776 +2025-05-04 11:05:44,425 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 2 days, 0:14:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.7566, loss: 3.7566 +2025-05-04 11:06:29,532 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 2 days, 0:13:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.7160, loss: 3.7160 +2025-05-04 11:07:14,653 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 2 days, 0:12:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 3.7875, loss: 3.7875 +2025-05-04 11:07:59,798 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 2 days, 0:11:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.6372, loss: 3.6372 +2025-05-04 11:08:44,863 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 2 days, 0:10:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.6538, loss: 3.6538 +2025-05-04 11:09:29,895 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 2 days, 0:10:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.7081, loss: 3.7081 +2025-05-04 11:10:14,946 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 2 days, 0:09:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.7227, loss: 3.7227 +2025-05-04 11:11:00,054 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 2 days, 0:08:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.6687, loss: 3.6687 +2025-05-04 11:11:45,073 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 2 days, 0:07:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5735, loss: 3.5735 +2025-05-04 11:12:30,212 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 2 days, 0:06:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7480, loss: 3.7480 +2025-05-04 11:13:15,329 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 2 days, 0:06:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.7437, loss: 3.7437 +2025-05-04 11:13:17,941 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-04 11:17:24,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 11:17:25,318 - pyskl - INFO - +top1_acc 0.7438 +top5_acc 0.9497 +2025-05-04 11:17:25,339 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7438, top5_acc: 0.9497 +2025-05-04 11:18:32,703 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 2 days, 0:06:16, time: 0.674, data_time: 0.224, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 3.6169, loss: 3.6169 +2025-05-04 11:19:17,791 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 2 days, 0:05:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.7498, loss: 3.7498 +2025-05-04 11:20:02,989 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 2 days, 0:04:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.5230, loss: 3.5230 +2025-05-04 11:20:48,179 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 2 days, 0:03:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.7302, loss: 3.7302 +2025-05-04 11:21:33,359 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 2 days, 0:03:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.7150, loss: 3.7150 +2025-05-04 11:22:18,560 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 2 days, 0:02:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.5180, loss: 3.5180 +2025-05-04 11:23:03,797 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 2 days, 0:01:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.5448, loss: 3.5448 +2025-05-04 11:23:49,113 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 2 days, 0:00:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.5880, loss: 3.5880 +2025-05-04 11:24:34,262 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 23:59:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.6351, loss: 3.6351 +2025-05-04 11:25:19,392 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 23:59:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7532, loss: 3.7532 +2025-05-04 11:26:04,471 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 23:58:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.5933, loss: 3.5933 +2025-05-04 11:26:49,667 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 23:57:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.7003, loss: 3.7003 +2025-05-04 11:27:34,800 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 23:56:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.6410, loss: 3.6410 +2025-05-04 11:28:19,979 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 23:55:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.5723, loss: 3.5723 +2025-05-04 11:29:05,108 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 23:55:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.6826, loss: 3.6826 +2025-05-04 11:29:50,218 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 23:54:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.7059, loss: 3.7059 +2025-05-04 11:30:35,323 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 23:53:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.9146, loss: 3.9146 +2025-05-04 11:31:20,389 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 23:52:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 3.6757, loss: 3.6757 +2025-05-04 11:32:05,457 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 23:51:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 3.7319, loss: 3.7319 +2025-05-04 11:32:50,582 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 23:51:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.6987, loss: 3.6987 +2025-05-04 11:33:35,731 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 23:50:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 3.7251, loss: 3.7251 +2025-05-04 11:34:20,828 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 23:49:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.6238, loss: 3.6238 +2025-05-04 11:35:05,914 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 23:48:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.5185, loss: 3.5185 +2025-05-04 11:35:51,134 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 23:47:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.7499, loss: 3.7499 +2025-05-04 11:36:36,327 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 23:47:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.6326, loss: 3.6326 +2025-05-04 11:37:21,736 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 23:46:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.6304, loss: 3.6304 +2025-05-04 11:38:07,035 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 23:45:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.5926, loss: 3.5926 +2025-05-04 11:38:52,261 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 23:44:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6267, loss: 3.6267 +2025-05-04 11:39:37,530 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 23:44:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9719, loss_cls: 3.8010, loss: 3.8010 +2025-05-04 11:40:22,813 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 23:43:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.7052, loss: 3.7052 +2025-05-04 11:41:08,034 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 23:42:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.7876, loss: 3.7876 +2025-05-04 11:41:53,258 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 23:41:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.6798, loss: 3.6798 +2025-05-04 11:42:38,504 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 23:40:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.5528, loss: 3.5528 +2025-05-04 11:43:23,716 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 23:40:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7673, loss: 3.7673 +2025-05-04 11:43:26,328 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-04 11:47:33,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 11:47:33,918 - pyskl - INFO - +top1_acc 0.7745 +top5_acc 0.9591 +2025-05-04 11:47:33,939 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7745, top5_acc: 0.9591 +2025-05-04 11:48:40,795 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 23:40:08, time: 0.669, data_time: 0.218, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.6902, loss: 3.6902 +2025-05-04 11:49:25,827 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 23:39:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5488, loss: 3.5488 +2025-05-04 11:50:10,930 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 23:38:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.6126, loss: 3.6126 +2025-05-04 11:50:56,032 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 23:37:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 3.5136, loss: 3.5136 +2025-05-04 11:51:41,139 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 23:36:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4879, loss: 3.4879 +2025-05-04 11:52:26,292 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 23:36:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.5605, loss: 3.5605 +2025-05-04 11:53:11,386 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 23:35:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.7743, loss: 3.7743 +2025-05-04 11:53:56,420 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 23:34:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 3.5390, loss: 3.5390 +2025-05-04 11:54:41,495 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 23:33:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.4848, loss: 3.4848 +2025-05-04 11:55:26,546 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 23:32:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.6972, loss: 3.6972 +2025-05-04 11:56:11,571 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 23:32:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.6607, loss: 3.6607 +2025-05-04 11:56:56,691 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 23:31:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6484, loss: 3.6484 +2025-05-04 11:57:41,768 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 23:30:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.6749, loss: 3.6749 +2025-05-04 11:58:26,779 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 23:29:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.6656, loss: 3.6656 +2025-05-04 11:59:11,827 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 23:28:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.6734, loss: 3.6734 +2025-05-04 11:59:56,854 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 23:28:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.7107, loss: 3.7107 +2025-05-04 12:00:41,833 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 23:27:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.5103, loss: 3.5103 +2025-05-04 12:01:26,818 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 23:26:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.5447, loss: 3.5447 +2025-05-04 12:02:11,834 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 23:25:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.7801, loss: 3.7801 +2025-05-04 12:02:56,867 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 23:24:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 3.6848, loss: 3.6848 +2025-05-04 12:03:41,994 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 23:24:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 3.8044, loss: 3.8044 +2025-05-04 12:04:26,988 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 23:23:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.6226, loss: 3.6226 +2025-05-04 12:05:12,139 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 23:22:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.6109, loss: 3.6109 +2025-05-04 12:05:57,283 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 23:21:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.6342, loss: 3.6342 +2025-05-04 12:06:42,291 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 23:20:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.6847, loss: 3.6847 +2025-05-04 12:07:27,316 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 23:20:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5892, loss: 3.5892 +2025-05-04 12:08:12,307 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 23:19:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.6426, loss: 3.6426 +2025-05-04 12:08:57,378 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 23:18:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.7322, loss: 3.7322 +2025-05-04 12:09:42,521 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 23:17:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.7034, loss: 3.7034 +2025-05-04 12:10:27,694 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 23:16:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.6248, loss: 3.6248 +2025-05-04 12:11:12,786 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 23:16:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.5137, loss: 3.5137 +2025-05-04 12:11:57,869 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 23:15:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.7152, loss: 3.7152 +2025-05-04 12:12:42,971 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 23:14:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.6873, loss: 3.6873 +2025-05-04 12:13:28,105 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 23:13:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.6327, loss: 3.6327 +2025-05-04 12:13:30,721 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-04 12:17:38,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 12:17:38,741 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9542 +2025-05-04 12:17:38,762 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7797, top5_acc: 0.9542 +2025-05-04 12:18:46,491 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 23:13:53, time: 0.677, data_time: 0.226, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.5198, loss: 3.5198 +2025-05-04 12:19:31,609 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 23:13:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.5690, loss: 3.5690 +2025-05-04 12:20:16,811 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 23:12:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.5473, loss: 3.5473 +2025-05-04 12:21:02,022 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 23:11:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.5721, loss: 3.5721 +2025-05-04 12:21:47,079 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 23:10:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.7149, loss: 3.7149 +2025-05-04 12:22:32,111 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 23:09:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.7197, loss: 3.7197 +2025-05-04 12:23:17,170 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 23:09:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.4782, loss: 3.4782 +2025-05-04 12:24:02,243 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 23:08:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.6723, loss: 3.6723 +2025-05-04 12:24:47,352 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 23:07:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.5781, loss: 3.5781 +2025-05-04 12:25:32,465 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 23:06:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.6849, loss: 3.6849 +2025-05-04 12:26:17,568 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 23:05:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.6424, loss: 3.6424 +2025-05-04 12:27:02,727 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 23:05:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.7375, loss: 3.7375 +2025-05-04 12:27:47,788 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 23:04:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5753, loss: 3.5753 +2025-05-04 12:28:32,914 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 23:03:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.7187, loss: 3.7187 +2025-05-04 12:29:18,071 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 23:02:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.5683, loss: 3.5683 +2025-05-04 12:30:03,205 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 23:01:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.6482, loss: 3.6482 +2025-05-04 12:30:48,376 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 23:01:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 3.6668, loss: 3.6668 +2025-05-04 12:31:33,510 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 23:00:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.6447, loss: 3.6447 +2025-05-04 12:32:18,642 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 22:59:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.5864, loss: 3.5864 +2025-05-04 12:33:03,790 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 22:58:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.6034, loss: 3.6034 +2025-05-04 12:33:48,912 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 22:57:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.5322, loss: 3.5322 +2025-05-04 12:34:34,045 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 22:57:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.6701, loss: 3.6701 +2025-05-04 12:35:19,177 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 22:56:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.7200, loss: 3.7200 +2025-05-04 12:36:04,263 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 22:55:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 3.6832, loss: 3.6832 +2025-05-04 12:36:49,370 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 22:54:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6351, loss: 3.6351 +2025-05-04 12:37:34,525 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 22:54:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6271, loss: 3.6271 +2025-05-04 12:38:19,752 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 22:53:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.6401, loss: 3.6401 +2025-05-04 12:39:04,922 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 22:52:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.5681, loss: 3.5681 +2025-05-04 12:39:50,135 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 22:51:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.5786, loss: 3.5786 +2025-05-04 12:40:35,310 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 22:50:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.6303, loss: 3.6303 +2025-05-04 12:41:20,535 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 22:50:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.5195, loss: 3.5195 +2025-05-04 12:42:05,748 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 22:49:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 3.6658, loss: 3.6658 +2025-05-04 12:42:50,982 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 22:48:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7753, loss: 3.7753 +2025-05-04 12:43:36,141 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 22:47:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.6771, loss: 3.6771 +2025-05-04 12:43:38,740 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-04 12:47:49,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 12:47:50,273 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9544 +2025-05-04 12:47:50,329 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_37.pth was removed +2025-05-04 12:47:51,465 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-05-04 12:47:51,467 - pyskl - INFO - Best top1_acc is 0.7852 at 42 epoch. +2025-05-04 12:47:51,487 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7852, top5_acc: 0.9544 +2025-05-04 12:48:58,998 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 22:47:44, time: 0.675, data_time: 0.224, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.3924, loss: 3.3924 +2025-05-04 12:49:44,099 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 22:46:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 3.5966, loss: 3.5966 +2025-05-04 12:50:29,135 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 22:46:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.5966, loss: 3.5966 +2025-05-04 12:51:14,344 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 22:45:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.5612, loss: 3.5612 +2025-05-04 12:51:59,306 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 22:44:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.5597, loss: 3.5597 +2025-05-04 12:52:44,307 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 22:43:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.7920, loss: 3.7920 +2025-05-04 12:53:29,228 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 22:42:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.5946, loss: 3.5946 +2025-05-04 12:54:14,167 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 22:42:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.5250, loss: 3.5250 +2025-05-04 12:54:59,121 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 22:41:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.5967, loss: 3.5967 +2025-05-04 12:55:44,118 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 22:40:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.4227, loss: 3.4227 +2025-05-04 12:56:29,129 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 22:39:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.6244, loss: 3.6244 +2025-05-04 12:57:14,198 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 22:38:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.5808, loss: 3.5808 +2025-05-04 12:57:59,238 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 22:38:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9725, loss_cls: 3.7430, loss: 3.7430 +2025-05-04 12:58:44,291 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 22:37:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.6215, loss: 3.6215 +2025-05-04 12:59:29,343 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 22:36:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.6811, loss: 3.6811 +2025-05-04 13:00:14,341 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 22:35:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.6411, loss: 3.6411 +2025-05-04 13:00:59,400 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 22:34:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.6157, loss: 3.6157 +2025-05-04 13:01:44,441 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 22:34:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6176, loss: 3.6176 +2025-05-04 13:02:29,497 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 22:33:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.5512, loss: 3.5512 +2025-05-04 13:03:14,630 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 22:32:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.4478, loss: 3.4478 +2025-05-04 13:03:59,759 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 22:31:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.7747, loss: 3.7747 +2025-05-04 13:04:44,858 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 22:31:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.4885, loss: 3.4885 +2025-05-04 13:05:29,901 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 22:30:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.5321, loss: 3.5321 +2025-05-04 13:06:14,993 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 22:29:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.5769, loss: 3.5769 +2025-05-04 13:07:00,059 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 22:28:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.7256, loss: 3.7256 +2025-05-04 13:07:45,096 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 22:27:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.6523, loss: 3.6523 +2025-05-04 13:08:30,136 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 22:27:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.6772, loss: 3.6772 +2025-05-04 13:09:15,184 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 22:26:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.6986, loss: 3.6986 +2025-05-04 13:10:00,267 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 22:25:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.6387, loss: 3.6387 +2025-05-04 13:10:45,353 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 22:24:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5404, loss: 3.5404 +2025-05-04 13:11:30,458 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 22:23:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5344, loss: 3.5344 +2025-05-04 13:12:15,601 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 22:23:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.7375, loss: 3.7375 +2025-05-04 13:13:00,678 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 22:22:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.6001, loss: 3.6001 +2025-05-04 13:13:45,767 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 22:21:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9725, loss_cls: 3.7226, loss: 3.7226 +2025-05-04 13:13:48,384 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-04 13:17:55,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 13:17:56,416 - pyskl - INFO - +top1_acc 0.7791 +top5_acc 0.9511 +2025-05-04 13:17:56,436 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7791, top5_acc: 0.9511 +2025-05-04 13:19:03,958 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 22:21:29, time: 0.675, data_time: 0.224, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.4674, loss: 3.4674 +2025-05-04 13:19:49,029 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 22:20:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.4629, loss: 3.4629 +2025-05-04 13:20:34,235 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 22:19:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.5016, loss: 3.5016 +2025-05-04 13:21:19,318 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 22:19:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.7186, loss: 3.7186 +2025-05-04 13:22:04,389 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 22:18:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.6519, loss: 3.6519 +2025-05-04 13:22:49,394 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 22:17:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.3500, loss: 3.3500 +2025-05-04 13:23:34,406 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 22:16:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.5506, loss: 3.5506 +2025-05-04 13:24:19,483 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 22:15:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 3.5491, loss: 3.5491 +2025-05-04 13:25:04,478 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 22:15:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6419, loss: 3.6419 +2025-05-04 13:25:49,489 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 22:14:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.5974, loss: 3.5974 +2025-05-04 13:26:34,448 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 22:13:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5318, loss: 3.5318 +2025-05-04 13:27:19,464 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 22:12:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.5824, loss: 3.5824 +2025-05-04 13:28:04,433 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 22:11:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.5918, loss: 3.5918 +2025-05-04 13:28:49,448 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 22:11:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.6426, loss: 3.6426 +2025-05-04 13:29:34,466 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 22:10:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.5587, loss: 3.5587 +2025-05-04 13:30:19,486 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 22:09:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.5764, loss: 3.5764 +2025-05-04 13:31:04,548 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 22:08:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7361, loss: 3.7361 +2025-05-04 13:31:49,621 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 22:07:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.5891, loss: 3.5891 +2025-05-04 13:32:34,625 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 22:07:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.5509, loss: 3.5509 +2025-05-04 13:33:19,622 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 22:06:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5245, loss: 3.5245 +2025-05-04 13:34:04,665 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 22:05:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.5695, loss: 3.5695 +2025-05-04 13:34:49,722 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 22:04:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.5871, loss: 3.5871 +2025-05-04 13:35:34,754 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 22:03:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.6357, loss: 3.6357 +2025-05-04 13:36:19,758 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 22:03:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.5330, loss: 3.5330 +2025-05-04 13:37:04,758 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 22:02:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.5642, loss: 3.5642 +2025-05-04 13:37:49,818 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 22:01:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.6875, loss: 3.6875 +2025-05-04 13:38:34,869 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 22:00:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.5667, loss: 3.5667 +2025-05-04 13:39:19,903 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 22:00:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.6715, loss: 3.6715 +2025-05-04 13:40:05,015 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 21:59:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 3.6525, loss: 3.6525 +2025-05-04 13:40:49,978 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 21:58:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.7031, loss: 3.7031 +2025-05-04 13:41:35,107 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 21:57:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.5920, loss: 3.5920 +2025-05-04 13:42:20,272 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 21:56:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 3.5773, loss: 3.5773 +2025-05-04 13:43:05,435 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 21:56:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.5450, loss: 3.5450 +2025-05-04 13:43:50,577 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 21:55:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.5750, loss: 3.5750 +2025-05-04 13:43:53,164 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-04 13:47:59,855 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 13:48:00,403 - pyskl - INFO - +top1_acc 0.7665 +top5_acc 0.9521 +2025-05-04 13:48:00,426 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7665, top5_acc: 0.9521 +2025-05-04 13:49:08,086 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 21:55:14, time: 0.677, data_time: 0.225, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 3.5148, loss: 3.5148 +2025-05-04 13:49:53,173 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 21:54:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5438, loss: 3.5438 +2025-05-04 13:50:38,308 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 21:53:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.3282, loss: 3.3282 +2025-05-04 13:51:23,351 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 21:52:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.4864, loss: 3.4864 +2025-05-04 13:52:08,464 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 21:52:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.6246, loss: 3.6246 +2025-05-04 13:52:53,517 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 21:51:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.5485, loss: 3.5485 +2025-05-04 13:53:38,603 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 21:50:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.5388, loss: 3.5388 +2025-05-04 13:54:23,684 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 21:49:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.5002, loss: 3.5002 +2025-05-04 13:55:08,698 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 21:48:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.6916, loss: 3.6916 +2025-05-04 13:55:53,731 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 21:48:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.6897, loss: 3.6897 +2025-05-04 13:56:38,777 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 21:47:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.6734, loss: 3.6734 +2025-05-04 13:57:23,826 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 21:46:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.5811, loss: 3.5811 +2025-05-04 13:58:08,888 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 21:45:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.5616, loss: 3.5616 +2025-05-04 13:58:53,897 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 21:44:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.7602, loss: 3.7602 +2025-05-04 13:59:38,980 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 21:44:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.5221, loss: 3.5221 +2025-05-04 14:00:24,170 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 21:43:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9781, loss_cls: 3.5189, loss: 3.5189 +2025-05-04 14:01:09,342 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 21:42:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.4719, loss: 3.4719 +2025-05-04 14:01:54,569 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 21:41:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.5529, loss: 3.5529 +2025-05-04 14:02:39,673 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 21:40:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.6910, loss: 3.6910 +2025-05-04 14:03:24,695 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 21:40:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.6617, loss: 3.6617 +2025-05-04 14:04:09,677 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 21:39:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.4897, loss: 3.4897 +2025-05-04 14:04:54,773 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 21:38:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.5962, loss: 3.5962 +2025-05-04 14:05:39,880 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 21:37:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.7006, loss: 3.7006 +2025-05-04 14:06:24,963 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 21:37:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.5948, loss: 3.5948 +2025-05-04 14:07:10,072 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 21:36:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6225, loss: 3.6225 +2025-05-04 14:07:55,115 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 21:35:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.5501, loss: 3.5501 +2025-05-04 14:08:40,258 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 21:34:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.5114, loss: 3.5114 +2025-05-04 14:09:25,381 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 21:33:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.7089, loss: 3.7089 +2025-05-04 14:10:10,359 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 21:33:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.5926, loss: 3.5926 +2025-05-04 14:10:55,411 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 21:32:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.6462, loss: 3.6462 +2025-05-04 14:11:40,388 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 21:31:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.5185, loss: 3.5185 +2025-05-04 14:12:25,387 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 21:30:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.5902, loss: 3.5902 +2025-05-04 14:13:10,410 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 21:29:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.5275, loss: 3.5275 +2025-05-04 14:13:55,431 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 21:29:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.4837, loss: 3.4837 +2025-05-04 14:13:58,015 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-04 14:18:08,014 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 14:18:08,552 - pyskl - INFO - +top1_acc 0.7443 +top5_acc 0.9447 +2025-05-04 14:18:08,579 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7443, top5_acc: 0.9447 +2025-05-04 14:19:15,373 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 21:29:01, time: 0.668, data_time: 0.218, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.5443, loss: 3.5443 +2025-05-04 14:20:00,453 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 21:28:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.5744, loss: 3.5744 +2025-05-04 14:20:45,294 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 21:27:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.5345, loss: 3.5345 +2025-05-04 14:21:30,154 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 21:26:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.4497, loss: 3.4497 +2025-05-04 14:22:15,061 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 21:25:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.3650, loss: 3.3650 +2025-05-04 14:23:00,025 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 21:25:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.4422, loss: 3.4422 +2025-05-04 14:23:45,095 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 21:24:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 3.5424, loss: 3.5424 +2025-05-04 14:24:30,102 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 21:23:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4586, loss: 3.4586 +2025-05-04 14:25:15,045 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 21:22:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 3.5751, loss: 3.5751 +2025-05-04 14:26:00,093 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 21:21:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.5626, loss: 3.5626 +2025-05-04 14:26:45,098 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 21:21:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.5869, loss: 3.5869 +2025-05-04 14:27:30,194 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 21:20:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.6512, loss: 3.6512 +2025-05-04 14:28:15,351 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 21:19:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.4682, loss: 3.4682 +2025-05-04 14:29:00,454 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 21:18:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.5507, loss: 3.5507 +2025-05-04 14:29:45,597 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 21:17:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.6250, loss: 3.6250 +2025-05-04 14:30:30,779 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 21:17:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.5027, loss: 3.5027 +2025-05-04 14:31:15,976 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 21:16:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.6391, loss: 3.6391 +2025-05-04 14:32:01,194 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 21:15:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.5478, loss: 3.5478 +2025-05-04 14:32:46,287 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 21:14:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5886, loss: 3.5886 +2025-05-04 14:33:31,411 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 21:13:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.4888, loss: 3.4888 +2025-05-04 14:34:16,510 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 21:13:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 3.4746, loss: 3.4746 +2025-05-04 14:35:01,548 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 21:12:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.5468, loss: 3.5468 +2025-05-04 14:35:46,562 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 21:11:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.6075, loss: 3.6075 +2025-05-04 14:36:31,626 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 21:10:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.5972, loss: 3.5972 +2025-05-04 14:37:16,707 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 21:10:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.4774, loss: 3.4774 +2025-05-04 14:38:01,890 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 21:09:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.6149, loss: 3.6149 +2025-05-04 14:38:47,044 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 21:08:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.6262, loss: 3.6262 +2025-05-04 14:39:32,173 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 21:07:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.5951, loss: 3.5951 +2025-05-04 14:40:17,290 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 21:06:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.6379, loss: 3.6379 +2025-05-04 14:41:02,400 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 21:06:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.5955, loss: 3.5955 +2025-05-04 14:41:47,489 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 21:05:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.6503, loss: 3.6503 +2025-05-04 14:42:32,570 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 21:04:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.6211, loss: 3.6211 +2025-05-04 14:43:17,617 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 21:03:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.6474, loss: 3.6474 +2025-05-04 14:44:02,699 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 21:02:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.5854, loss: 3.5854 +2025-05-04 14:44:05,268 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-04 14:48:12,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 14:48:12,818 - pyskl - INFO - +top1_acc 0.7762 +top5_acc 0.9527 +2025-05-04 14:48:12,841 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7762, top5_acc: 0.9527 +2025-05-04 14:49:20,171 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 21:02:49, time: 0.673, data_time: 0.223, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.6531, loss: 3.6531 +2025-05-04 14:50:05,179 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 21:02:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 3.4927, loss: 3.4927 +2025-05-04 14:50:50,215 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 21:01:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.3370, loss: 3.3370 +2025-05-04 14:51:35,262 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 21:00:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.4791, loss: 3.4791 +2025-05-04 14:52:20,428 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 20:59:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.5167, loss: 3.5167 +2025-05-04 14:53:05,707 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 20:58:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.5700, loss: 3.5700 +2025-05-04 14:53:50,964 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 20:58:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.4959, loss: 3.4959 +2025-05-04 14:54:36,138 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 20:57:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.6068, loss: 3.6068 +2025-05-04 14:55:21,293 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 20:56:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.7755, loss: 3.7755 +2025-05-04 14:56:06,391 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 20:55:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.4845, loss: 3.4845 +2025-05-04 14:56:51,407 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 20:54:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3564, loss: 3.3564 +2025-05-04 14:57:36,417 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 20:54:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5044, loss: 3.5044 +2025-05-04 14:58:21,439 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 20:53:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.6160, loss: 3.6160 +2025-05-04 14:59:06,426 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 20:52:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.5326, loss: 3.5326 +2025-05-04 14:59:51,466 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 20:51:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.5469, loss: 3.5469 +2025-05-04 15:00:36,479 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 20:50:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9812, loss_cls: 3.5066, loss: 3.5066 +2025-05-04 15:01:21,503 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 20:50:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.6231, loss: 3.6231 +2025-05-04 15:02:06,496 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 20:49:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4231, loss: 3.4231 +2025-05-04 15:02:51,487 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 20:48:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 3.4706, loss: 3.4706 +2025-05-04 15:03:36,473 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 20:47:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.6521, loss: 3.6521 +2025-05-04 15:04:21,571 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 20:47:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9619, loss_cls: 3.5522, loss: 3.5522 +2025-05-04 15:05:06,610 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 20:46:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 3.5732, loss: 3.5732 +2025-05-04 15:05:51,674 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 20:45:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.5822, loss: 3.5822 +2025-05-04 15:06:36,745 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 20:44:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.6979, loss: 3.6979 +2025-05-04 15:07:21,878 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 20:43:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.6171, loss: 3.6171 +2025-05-04 15:08:06,907 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 20:43:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5537, loss: 3.5537 +2025-05-04 15:08:51,924 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 20:42:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.5657, loss: 3.5657 +2025-05-04 15:09:37,011 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 20:41:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 3.5532, loss: 3.5532 +2025-05-04 15:10:22,381 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 20:40:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.6375, loss: 3.6375 +2025-05-04 15:11:07,424 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 20:39:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.4433, loss: 3.4433 +2025-05-04 15:11:52,596 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 20:39:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.5200, loss: 3.5200 +2025-05-04 15:12:37,939 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 20:38:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.5687, loss: 3.5687 +2025-05-04 15:13:23,372 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 20:37:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.4749, loss: 3.4749 +2025-05-04 15:14:08,654 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 20:36:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.5320, loss: 3.5320 +2025-05-04 15:14:11,284 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-04 15:18:23,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 15:18:24,097 - pyskl - INFO - +top1_acc 0.7595 +top5_acc 0.9455 +2025-05-04 15:18:24,119 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7595, top5_acc: 0.9455 +2025-05-04 15:19:32,221 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 20:36:42, time: 0.681, data_time: 0.231, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.6268, loss: 3.6268 +2025-05-04 15:20:17,439 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 20:35:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.3286, loss: 3.3286 +2025-05-04 15:21:02,657 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 20:35:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5043, loss: 3.5043 +2025-05-04 15:21:47,854 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 20:34:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.3806, loss: 3.3806 +2025-05-04 15:22:33,105 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 20:33:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5546, loss: 3.5546 +2025-05-04 15:23:18,328 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 20:32:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.3520, loss: 3.3520 +2025-05-04 15:24:03,583 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 20:32:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.4187, loss: 3.4187 +2025-05-04 15:24:48,985 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 20:31:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.4435, loss: 3.4435 +2025-05-04 15:25:34,174 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 20:30:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.5770, loss: 3.5770 +2025-05-04 15:26:19,307 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 20:29:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.5884, loss: 3.5884 +2025-05-04 15:27:04,430 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 20:28:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.6536, loss: 3.6536 +2025-05-04 15:27:49,590 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 20:28:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.5803, loss: 3.5803 +2025-05-04 15:28:34,952 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 20:27:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.5268, loss: 3.5268 +2025-05-04 15:29:20,064 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 20:26:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 3.5189, loss: 3.5189 +2025-05-04 15:30:05,148 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 20:25:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.8226, loss: 3.8226 +2025-05-04 15:30:50,290 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 20:24:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.5163, loss: 3.5163 +2025-05-04 15:31:35,373 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 20:24:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.4350, loss: 3.4350 +2025-05-04 15:32:20,514 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 20:23:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.5031, loss: 3.5031 +2025-05-04 15:33:05,852 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 20:22:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5070, loss: 3.5070 +2025-05-04 15:33:51,311 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 20:21:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4877, loss: 3.4877 +2025-05-04 15:34:36,632 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 20:21:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.6201, loss: 3.6201 +2025-05-04 15:35:22,014 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 20:20:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.6427, loss: 3.6427 +2025-05-04 15:36:07,399 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 20:19:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.5723, loss: 3.5723 +2025-05-04 15:36:52,750 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 20:18:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.5674, loss: 3.5674 +2025-05-04 15:37:38,143 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 20:17:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.5403, loss: 3.5403 +2025-05-04 15:38:23,527 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 20:17:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4091, loss: 3.4091 +2025-05-04 15:39:09,029 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 20:16:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9781, loss_cls: 3.6145, loss: 3.6145 +2025-05-04 15:39:54,288 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 20:15:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.5528, loss: 3.5528 +2025-05-04 15:40:39,574 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 20:14:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.5792, loss: 3.5792 +2025-05-04 15:41:24,822 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 20:14:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.4900, loss: 3.4900 +2025-05-04 15:42:10,278 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 20:13:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.6125, loss: 3.6125 +2025-05-04 15:42:55,680 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 20:12:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.5895, loss: 3.5895 +2025-05-04 15:43:41,151 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 20:11:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.6995, loss: 3.6995 +2025-05-04 15:44:26,591 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 20:10:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.5430, loss: 3.5430 +2025-05-04 15:44:29,324 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-04 15:48:37,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 15:48:38,287 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9529 +2025-05-04 15:48:38,311 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7801, top5_acc: 0.9529 +2025-05-04 15:49:46,241 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 20:10:48, time: 0.679, data_time: 0.228, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.6111, loss: 3.6111 +2025-05-04 15:50:31,416 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 20:10:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4989, loss: 3.4989 +2025-05-04 15:51:16,596 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 20:09:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4640, loss: 3.4640 +2025-05-04 15:52:01,614 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 20:08:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.3772, loss: 3.3772 +2025-05-04 15:52:46,830 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 20:07:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4553, loss: 3.4553 +2025-05-04 15:53:31,943 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 20:06:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.4198, loss: 3.4198 +2025-05-04 15:54:17,178 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 20:06:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4922, loss: 3.4922 +2025-05-04 15:55:02,332 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 20:05:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9825, loss_cls: 3.4228, loss: 3.4228 +2025-05-04 15:55:47,476 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 20:04:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5896, loss: 3.5896 +2025-05-04 15:56:32,568 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 20:03:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3798, loss: 3.3798 +2025-05-04 15:57:17,718 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 20:02:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.4419, loss: 3.4419 +2025-05-04 15:58:03,005 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 20:02:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.4455, loss: 3.4455 +2025-05-04 15:58:48,213 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 20:01:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 3.5491, loss: 3.5491 +2025-05-04 15:59:33,346 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 20:00:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.6093, loss: 3.6093 +2025-05-04 16:00:18,586 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 19:59:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.5820, loss: 3.5820 +2025-05-04 16:01:03,857 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 19:59:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.5222, loss: 3.5222 +2025-05-04 16:01:49,092 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 19:58:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.5197, loss: 3.5197 +2025-05-04 16:02:34,260 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 19:57:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4240, loss: 3.4240 +2025-05-04 16:03:19,458 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 19:56:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.6067, loss: 3.6067 +2025-05-04 16:04:04,620 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 19:55:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.5207, loss: 3.5207 +2025-05-04 16:04:49,732 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 19:55:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.5018, loss: 3.5018 +2025-05-04 16:05:34,829 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 19:54:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.5523, loss: 3.5523 +2025-05-04 16:06:19,930 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 19:53:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.6295, loss: 3.6295 +2025-05-04 16:07:05,091 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 19:52:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.5156, loss: 3.5156 +2025-05-04 16:07:50,121 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 19:51:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.4005, loss: 3.4005 +2025-05-04 16:08:35,252 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 19:51:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.5065, loss: 3.5065 +2025-05-04 16:09:20,376 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 19:50:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4571, loss: 3.4571 +2025-05-04 16:10:05,556 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 19:49:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.6128, loss: 3.6128 +2025-05-04 16:10:50,809 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 19:48:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.5670, loss: 3.5670 +2025-05-04 16:11:36,322 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 19:48:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.5112, loss: 3.5112 +2025-05-04 16:12:21,814 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 19:47:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.4844, loss: 3.4844 +2025-05-04 16:13:06,979 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 19:46:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 3.4362, loss: 3.4362 +2025-05-04 16:13:52,103 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 19:45:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.3913, loss: 3.3913 +2025-05-04 16:14:37,306 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 19:44:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.6301, loss: 3.6301 +2025-05-04 16:14:40,014 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-04 16:18:47,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 16:18:47,962 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9610 +2025-05-04 16:18:48,021 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_42.pth was removed +2025-05-04 16:18:49,082 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-05-04 16:18:49,083 - pyskl - INFO - Best top1_acc is 0.7950 at 49 epoch. +2025-05-04 16:18:49,105 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7950, top5_acc: 0.9610 +2025-05-04 16:19:57,586 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 19:44:48, time: 0.685, data_time: 0.234, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.5810, loss: 3.5810 +2025-05-04 16:20:42,760 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 19:44:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 3.4437, loss: 3.4437 +2025-05-04 16:21:27,983 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 19:43:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.3546, loss: 3.3546 +2025-05-04 16:22:13,191 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 19:42:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4047, loss: 3.4047 +2025-05-04 16:22:58,410 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 19:41:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.4153, loss: 3.4153 +2025-05-04 16:23:43,524 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 19:40:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5543, loss: 3.5543 +2025-05-04 16:24:28,690 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 19:40:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.4493, loss: 3.4493 +2025-05-04 16:25:13,882 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 19:39:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.4858, loss: 3.4858 +2025-05-04 16:25:59,075 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 19:38:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.6001, loss: 3.6001 +2025-05-04 16:26:44,272 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 19:37:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.3561, loss: 3.3561 +2025-05-04 16:27:29,521 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 19:36:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4383, loss: 3.4383 +2025-05-04 16:28:14,866 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 19:36:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.3605, loss: 3.3605 +2025-05-04 16:29:00,072 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 19:35:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.5032, loss: 3.5032 +2025-05-04 16:29:45,315 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 19:34:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.4111, loss: 3.4111 +2025-05-04 16:30:30,559 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 19:33:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.5300, loss: 3.5300 +2025-05-04 16:31:15,757 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 19:33:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.5332, loss: 3.5332 +2025-05-04 16:32:00,983 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 19:32:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.5846, loss: 3.5846 +2025-05-04 16:32:46,173 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 19:31:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.6236, loss: 3.6236 +2025-05-04 16:33:31,419 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 19:30:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.5938, loss: 3.5938 +2025-05-04 16:34:16,600 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 19:29:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5813, loss: 3.5813 +2025-05-04 16:35:01,805 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 19:29:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.4561, loss: 3.4561 +2025-05-04 16:35:47,037 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 19:28:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.4920, loss: 3.4920 +2025-05-04 16:36:32,332 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 19:27:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.4658, loss: 3.4658 +2025-05-04 16:37:17,622 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 19:26:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.5374, loss: 3.5374 +2025-05-04 16:38:02,933 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 19:26:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.5321, loss: 3.5321 +2025-05-04 16:38:48,194 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 19:25:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 3.5859, loss: 3.5859 +2025-05-04 16:39:33,431 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 19:24:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.5976, loss: 3.5976 +2025-05-04 16:40:18,725 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 19:23:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.5224, loss: 3.5224 +2025-05-04 16:41:03,930 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 19:22:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.5868, loss: 3.5868 +2025-05-04 16:41:49,263 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 19:22:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.5619, loss: 3.5619 +2025-05-04 16:42:34,493 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 19:21:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.4025, loss: 3.4025 +2025-05-04 16:43:19,714 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 19:20:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.5590, loss: 3.5590 +2025-05-04 16:44:04,861 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 19:19:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.5068, loss: 3.5068 +2025-05-04 16:44:50,085 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 19:18:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.4571, loss: 3.4571 +2025-05-04 16:44:52,806 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-04 16:49:01,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 16:49:01,610 - pyskl - INFO - +top1_acc 0.7677 +top5_acc 0.9573 +2025-05-04 16:49:01,636 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7677, top5_acc: 0.9573 +2025-05-04 16:50:09,998 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 19:18:50, time: 0.684, data_time: 0.232, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.3996, loss: 3.3996 +2025-05-04 16:50:55,061 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 19:18:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.4811, loss: 3.4811 +2025-05-04 16:51:40,244 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 19:17:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.4676, loss: 3.4676 +2025-05-04 16:52:25,465 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 19:16:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.4292, loss: 3.4292 +2025-05-04 16:53:10,628 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 19:15:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.4484, loss: 3.4484 +2025-05-04 16:53:55,738 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 19:14:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.3183, loss: 3.3183 +2025-05-04 16:54:40,909 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 19:14:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.4370, loss: 3.4370 +2025-05-04 16:55:26,061 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 19:13:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.5351, loss: 3.5351 +2025-05-04 16:56:11,180 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 19:12:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.3192, loss: 3.3192 +2025-05-04 16:56:56,318 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 19:11:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.5570, loss: 3.5570 +2025-05-04 16:57:41,494 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 19:10:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.5316, loss: 3.5316 +2025-05-04 16:58:26,666 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 19:10:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.4248, loss: 3.4248 +2025-05-04 16:59:11,820 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 19:09:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.5227, loss: 3.5227 +2025-05-04 16:59:57,044 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 19:08:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 3.4971, loss: 3.4971 +2025-05-04 17:00:42,243 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 19:07:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.4452, loss: 3.4452 +2025-05-04 17:01:27,414 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 19:07:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.4924, loss: 3.4924 +2025-05-04 17:02:12,618 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 19:06:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.4019, loss: 3.4019 +2025-05-04 17:02:57,794 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 19:05:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5482, loss: 3.5482 +2025-05-04 17:03:43,018 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 19:04:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.4967, loss: 3.4967 +2025-05-04 17:04:28,184 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 19:03:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.4513, loss: 3.4513 +2025-05-04 17:05:13,553 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 19:03:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.3951, loss: 3.3951 +2025-05-04 17:05:58,835 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 19:02:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.5158, loss: 3.5158 +2025-05-04 17:06:44,105 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 19:01:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.4671, loss: 3.4671 +2025-05-04 17:07:29,369 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 19:00:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.5187, loss: 3.5187 +2025-05-04 17:08:14,616 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 19:00:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4485, loss: 3.4485 +2025-05-04 17:08:59,926 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 18:59:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.3741, loss: 3.3741 +2025-05-04 17:09:45,189 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 18:58:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4949, loss: 3.4949 +2025-05-04 17:10:30,335 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 18:57:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.5939, loss: 3.5939 +2025-05-04 17:11:15,561 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 18:56:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.4986, loss: 3.4986 +2025-05-04 17:12:00,682 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 18:56:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.5085, loss: 3.5085 +2025-05-04 17:12:45,807 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 18:55:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 3.5399, loss: 3.5399 +2025-05-04 17:13:30,989 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 18:54:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.6226, loss: 3.6226 +2025-05-04 17:14:16,202 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 18:53:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.5670, loss: 3.5670 +2025-05-04 17:15:01,400 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 18:52:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5488, loss: 3.5488 +2025-05-04 17:15:04,057 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-04 17:19:12,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 17:19:13,109 - pyskl - INFO - +top1_acc 0.7758 +top5_acc 0.9513 +2025-05-04 17:19:13,133 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7758, top5_acc: 0.9513 +2025-05-04 17:20:21,542 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 18:52:51, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.4392, loss: 3.4392 +2025-05-04 17:21:06,647 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 18:52:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.3949, loss: 3.3949 +2025-05-04 17:21:51,742 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 18:51:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.3626, loss: 3.3626 +2025-05-04 17:22:36,886 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 18:50:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.3630, loss: 3.3630 +2025-05-04 17:23:22,109 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 18:49:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.4635, loss: 3.4635 +2025-05-04 17:24:07,318 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 18:48:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.4491, loss: 3.4491 +2025-05-04 17:24:52,867 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 18:48:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.5283, loss: 3.5283 +2025-05-04 17:25:38,230 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 18:47:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.4586, loss: 3.4586 +2025-05-04 17:26:23,330 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 18:46:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.5546, loss: 3.5546 +2025-05-04 17:27:08,524 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 18:45:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.3715, loss: 3.3715 +2025-05-04 17:27:53,781 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 18:45:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.4062, loss: 3.4062 +2025-05-04 17:28:39,006 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 18:44:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.3902, loss: 3.3902 +2025-05-04 17:29:24,417 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 18:43:28, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.4934, loss: 3.4934 +2025-05-04 17:30:09,690 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 18:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.6313, loss: 3.6313 +2025-05-04 17:30:55,066 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 18:41:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5960, loss: 3.5960 +2025-05-04 17:31:40,311 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 18:41:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.3742, loss: 3.3742 +2025-05-04 17:32:25,594 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 18:40:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.3574, loss: 3.3574 +2025-05-04 17:33:10,943 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 18:39:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.4315, loss: 3.4315 +2025-05-04 17:33:56,224 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 18:38:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.4542, loss: 3.4542 +2025-05-04 17:34:41,596 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 18:38:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5114, loss: 3.5114 +2025-05-04 17:35:26,999 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 18:37:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.4998, loss: 3.4998 +2025-05-04 17:36:12,469 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 18:36:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.4568, loss: 3.4568 +2025-05-04 17:36:57,942 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 18:35:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.5191, loss: 3.5191 +2025-05-04 17:37:43,276 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 18:34:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4488, loss: 3.4488 +2025-05-04 17:38:28,685 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 18:34:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.5368, loss: 3.5368 +2025-05-04 17:39:13,824 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 18:33:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 3.3522, loss: 3.3522 +2025-05-04 17:39:58,983 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 18:32:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 3.4985, loss: 3.4985 +2025-05-04 17:40:44,283 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 18:31:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.3274, loss: 3.3274 +2025-05-04 17:41:29,211 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 18:31:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.4537, loss: 3.4537 +2025-05-04 17:42:14,221 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 18:30:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.3670, loss: 3.3670 +2025-05-04 17:42:59,386 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 18:29:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.4548, loss: 3.4548 +2025-05-04 17:43:44,596 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 18:28:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2817, loss: 3.2817 +2025-05-04 17:44:29,769 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 18:27:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.4133, loss: 3.4133 +2025-05-04 17:45:14,796 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 18:27:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.4129, loss: 3.4129 +2025-05-04 17:45:17,470 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-04 17:49:25,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 17:49:25,888 - pyskl - INFO - +top1_acc 0.7983 +top5_acc 0.9590 +2025-05-04 17:49:25,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_49.pth was removed +2025-05-04 17:49:27,072 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-05-04 17:49:27,074 - pyskl - INFO - Best top1_acc is 0.7983 at 52 epoch. +2025-05-04 17:49:27,099 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7983, top5_acc: 0.9590 +2025-05-04 17:50:35,414 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 18:26:54, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3576, loss: 3.3576 +2025-05-04 17:51:20,432 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 18:26:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.4217, loss: 3.4217 +2025-05-04 17:52:05,386 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 18:25:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.2219, loss: 3.2219 +2025-05-04 17:52:50,375 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 18:24:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.4161, loss: 3.4161 +2025-05-04 17:53:35,495 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 18:23:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.4219, loss: 3.4219 +2025-05-04 17:54:20,775 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 18:22:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.3579, loss: 3.3579 +2025-05-04 17:55:06,126 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 18:22:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.4020, loss: 3.4020 +2025-05-04 17:55:51,435 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 18:21:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3093, loss: 3.3093 +2025-05-04 17:56:36,744 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 18:20:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.3580, loss: 3.3580 +2025-05-04 17:57:22,026 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 18:19:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.3348, loss: 3.3348 +2025-05-04 17:58:07,375 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 18:19:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.4884, loss: 3.4884 +2025-05-04 17:58:52,637 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 18:18:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.4983, loss: 3.4983 +2025-05-04 17:59:37,978 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 18:17:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.4774, loss: 3.4774 +2025-05-04 18:00:23,250 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 18:16:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.5823, loss: 3.5823 +2025-05-04 18:01:08,546 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 18:15:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4040, loss: 3.4040 +2025-05-04 18:01:53,755 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 18:15:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4584, loss: 3.4584 +2025-05-04 18:02:38,916 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 18:14:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.3119, loss: 3.3119 +2025-05-04 18:03:24,336 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 18:13:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.5989, loss: 3.5989 +2025-05-04 18:04:10,199 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 18:12:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.4091, loss: 3.4091 +2025-05-04 18:04:55,653 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 18:12:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.3656, loss: 3.3656 +2025-05-04 18:05:40,861 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 18:11:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5520, loss: 3.5520 +2025-05-04 18:06:25,942 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 18:10:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.3990, loss: 3.3990 +2025-05-04 18:07:11,093 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 18:09:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.5421, loss: 3.5421 +2025-05-04 18:07:56,286 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 18:08:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.3556, loss: 3.3556 +2025-05-04 18:08:41,564 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 18:08:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 3.4813, loss: 3.4813 +2025-05-04 18:09:26,834 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 18:07:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.7237, loss: 3.7237 +2025-05-04 18:10:12,101 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 18:06:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.3809, loss: 3.3809 +2025-05-04 18:10:57,347 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 18:05:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.4119, loss: 3.4119 +2025-05-04 18:11:42,574 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 18:05:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4107, loss: 3.4107 +2025-05-04 18:12:27,771 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 18:04:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.4176, loss: 3.4176 +2025-05-04 18:13:13,057 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 18:03:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.4860, loss: 3.4860 +2025-05-04 18:13:58,323 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 18:02:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4522, loss: 3.4522 +2025-05-04 18:14:43,622 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 18:01:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.5567, loss: 3.5567 +2025-05-04 18:15:28,890 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 18:01:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.5502, loss: 3.5502 +2025-05-04 18:15:31,548 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-04 18:19:43,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 18:19:43,999 - pyskl - INFO - +top1_acc 0.8003 +top5_acc 0.9618 +2025-05-04 18:19:44,063 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_52.pth was removed +2025-05-04 18:19:45,195 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2025-05-04 18:19:45,197 - pyskl - INFO - Best top1_acc is 0.8003 at 53 epoch. +2025-05-04 18:19:45,221 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.8003, top5_acc: 0.9618 +2025-05-04 18:20:53,894 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 18:00:59, time: 0.687, data_time: 0.234, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.3680, loss: 3.3680 +2025-05-04 18:21:39,263 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 18:00:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.2733, loss: 3.2733 +2025-05-04 18:22:24,445 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 17:59:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.2483, loss: 3.2483 +2025-05-04 18:23:09,602 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 17:58:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3528, loss: 3.3528 +2025-05-04 18:23:54,769 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 17:57:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3952, loss: 3.3952 +2025-05-04 18:24:39,950 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 17:57:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.3090, loss: 3.3090 +2025-05-04 18:25:25,098 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 17:56:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4659, loss: 3.4659 +2025-05-04 18:26:10,378 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 17:55:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.5000, loss: 3.5000 +2025-05-04 18:26:55,528 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 17:54:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.4493, loss: 3.4493 +2025-05-04 18:27:40,965 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 17:53:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.5001, loss: 3.5001 +2025-05-04 18:28:26,323 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 17:53:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.4657, loss: 3.4657 +2025-05-04 18:29:11,492 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 17:52:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.3302, loss: 3.3302 +2025-05-04 18:29:56,828 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 17:51:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.5120, loss: 3.5120 +2025-05-04 18:30:42,043 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 17:50:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.4833, loss: 3.4833 +2025-05-04 18:31:27,267 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 17:50:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.5615, loss: 3.5615 +2025-05-04 18:32:12,603 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 17:49:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.4933, loss: 3.4933 +2025-05-04 18:32:58,079 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 17:48:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.4407, loss: 3.4407 +2025-05-04 18:33:43,523 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 17:47:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.4418, loss: 3.4418 +2025-05-04 18:34:28,928 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 17:46:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.6064, loss: 3.6064 +2025-05-04 18:35:14,227 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 17:46:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.5884, loss: 3.5884 +2025-05-04 18:35:59,738 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 17:45:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.4088, loss: 3.4088 +2025-05-04 18:36:45,138 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 17:44:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.4648, loss: 3.4648 +2025-05-04 18:37:30,396 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 17:43:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.4113, loss: 3.4113 +2025-05-04 18:38:15,554 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 17:43:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9869, loss_cls: 3.3358, loss: 3.3358 +2025-05-04 18:39:00,993 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 17:42:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4809, loss: 3.4809 +2025-05-04 18:39:46,454 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 17:41:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.3937, loss: 3.3937 +2025-05-04 18:40:31,795 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 17:40:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.3721, loss: 3.3721 +2025-05-04 18:41:17,067 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 17:39:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.4469, loss: 3.4469 +2025-05-04 18:42:02,297 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 17:39:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.4279, loss: 3.4279 +2025-05-04 18:42:47,638 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 17:38:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3721, loss: 3.3721 +2025-05-04 18:43:32,946 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 17:37:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 3.3300, loss: 3.3300 +2025-05-04 18:44:18,146 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 17:36:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.3830, loss: 3.3830 +2025-05-04 18:45:03,378 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 17:36:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.3644, loss: 3.3644 +2025-05-04 18:45:48,636 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 17:35:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.5808, loss: 3.5808 +2025-05-04 18:45:51,349 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-04 18:50:03,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 18:50:04,546 - pyskl - INFO - +top1_acc 0.8026 +top5_acc 0.9612 +2025-05-04 18:50:04,612 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_53.pth was removed +2025-05-04 18:50:05,744 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2025-05-04 18:50:05,746 - pyskl - INFO - Best top1_acc is 0.8026 at 54 epoch. +2025-05-04 18:50:05,772 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.8026, top5_acc: 0.9612 +2025-05-04 18:51:14,362 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 17:35:05, time: 0.686, data_time: 0.236, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.3289, loss: 3.3289 +2025-05-04 18:51:59,422 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 17:34:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 3.3247, loss: 3.3247 +2025-05-04 18:52:44,590 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 17:33:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.3608, loss: 3.3608 +2025-05-04 18:53:29,653 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 17:32:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3822, loss: 3.3822 +2025-05-04 18:54:14,760 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 17:31:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.4368, loss: 3.4368 +2025-05-04 18:54:59,918 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 17:31:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.3524, loss: 3.3524 +2025-05-04 18:55:45,093 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 17:30:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.3116, loss: 3.3116 +2025-05-04 18:56:30,257 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 17:29:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9831, loss_cls: 3.3813, loss: 3.3813 +2025-05-04 18:57:15,456 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 17:28:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.3943, loss: 3.3943 +2025-05-04 18:58:00,556 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 17:28:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.3898, loss: 3.3898 +2025-05-04 18:58:45,662 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 17:27:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.4466, loss: 3.4466 +2025-05-04 18:59:30,840 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 17:26:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.4123, loss: 3.4123 +2025-05-04 19:00:15,990 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 17:25:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.3637, loss: 3.3637 +2025-05-04 19:01:01,148 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 17:24:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 3.4447, loss: 3.4447 +2025-05-04 19:01:46,692 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 17:24:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.3114, loss: 3.3114 +2025-05-04 19:02:32,033 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 17:23:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 3.3747, loss: 3.3747 +2025-05-04 19:03:17,377 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 17:22:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5503, loss: 3.5503 +2025-05-04 19:04:02,775 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 17:21:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.3508, loss: 3.3508 +2025-05-04 19:04:48,113 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 17:21:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.5034, loss: 3.5034 +2025-05-04 19:05:33,408 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 17:20:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.3941, loss: 3.3941 +2025-05-04 19:06:18,516 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 17:19:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.4532, loss: 3.4532 +2025-05-04 19:07:03,615 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 17:18:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.4100, loss: 3.4100 +2025-05-04 19:07:48,763 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 17:17:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.5307, loss: 3.5307 +2025-05-04 19:08:34,035 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:17:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.4381, loss: 3.4381 +2025-05-04 19:09:19,499 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:16:20, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.2625, loss: 3.2625 +2025-05-04 19:10:04,759 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:15:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.4403, loss: 3.4403 +2025-05-04 19:10:50,027 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:14:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.4056, loss: 3.4056 +2025-05-04 19:11:35,286 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:14:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5648, loss: 3.5648 +2025-05-04 19:12:20,625 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:13:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4123, loss: 3.4123 +2025-05-04 19:13:05,856 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:12:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.4151, loss: 3.4151 +2025-05-04 19:13:51,021 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:11:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4241, loss: 3.4241 +2025-05-04 19:14:36,203 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:10:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.5092, loss: 3.5092 +2025-05-04 19:15:21,365 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:10:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.3274, loss: 3.3274 +2025-05-04 19:16:06,511 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:09:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.3707, loss: 3.3707 +2025-05-04 19:16:09,188 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-04 19:20:17,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 19:20:17,799 - pyskl - INFO - +top1_acc 0.7850 +top5_acc 0.9588 +2025-05-04 19:20:17,824 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7850, top5_acc: 0.9588 +2025-05-04 19:21:26,616 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:09:07, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.3464, loss: 3.3464 +2025-05-04 19:22:11,871 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:08:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.3121, loss: 3.3121 +2025-05-04 19:22:57,102 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:07:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.3455, loss: 3.3455 +2025-05-04 19:23:42,335 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:06:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.4071, loss: 3.4071 +2025-05-04 19:24:27,527 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:05:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.4522, loss: 3.4522 +2025-05-04 19:25:12,656 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:05:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.3607, loss: 3.3607 +2025-05-04 19:25:57,847 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:04:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.3789, loss: 3.3789 +2025-05-04 19:26:43,084 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:03:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.4371, loss: 3.4371 +2025-05-04 19:27:28,293 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:02:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.3551, loss: 3.3551 +2025-05-04 19:28:13,485 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:02:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.4021, loss: 3.4021 +2025-05-04 19:28:58,703 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 17:01:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.3688, loss: 3.3688 +2025-05-04 19:29:43,919 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 17:00:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.2188, loss: 3.2188 +2025-05-04 19:30:29,273 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 16:59:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3562, loss: 3.3562 +2025-05-04 19:31:14,630 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 16:58:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.2966, loss: 3.2966 +2025-05-04 19:31:59,963 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 16:58:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.4447, loss: 3.4447 +2025-05-04 19:32:45,385 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 16:57:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.4036, loss: 3.4036 +2025-05-04 19:33:30,687 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 16:56:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4454, loss: 3.4454 +2025-05-04 19:34:16,075 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 16:55:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.4392, loss: 3.4392 +2025-05-04 19:35:01,417 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 16:55:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.4325, loss: 3.4325 +2025-05-04 19:35:46,760 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 16:54:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.4866, loss: 3.4866 +2025-05-04 19:36:31,934 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 16:53:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9788, loss_cls: 3.5579, loss: 3.5579 +2025-05-04 19:37:17,080 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 16:52:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.4688, loss: 3.4688 +2025-05-04 19:38:02,325 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 16:51:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.4471, loss: 3.4471 +2025-05-04 19:38:47,551 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 16:51:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 3.3973, loss: 3.3973 +2025-05-04 19:39:32,804 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 16:50:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.3956, loss: 3.3956 +2025-05-04 19:40:18,006 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 16:49:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2662, loss: 3.2662 +2025-05-04 19:41:03,573 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 16:48:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.3398, loss: 3.3398 +2025-05-04 19:41:48,740 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 16:48:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3611, loss: 3.3611 +2025-05-04 19:42:33,918 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 16:47:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.3852, loss: 3.3852 +2025-05-04 19:43:19,212 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 16:46:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.6615, loss: 3.6615 +2025-05-04 19:44:04,525 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 16:45:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.4068, loss: 3.4068 +2025-05-04 19:44:49,763 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 16:44:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5286, loss: 3.5286 +2025-05-04 19:45:34,975 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 16:44:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.4132, loss: 3.4132 +2025-05-04 19:46:20,367 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 16:43:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.3982, loss: 3.3982 +2025-05-04 19:46:23,081 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-04 19:50:31,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 19:50:32,101 - pyskl - INFO - +top1_acc 0.7659 +top5_acc 0.9532 +2025-05-04 19:50:32,124 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7659, top5_acc: 0.9532 +2025-05-04 19:51:40,490 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 16:43:10, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.2498, loss: 3.2498 +2025-05-04 19:52:25,676 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 16:42:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.2823, loss: 3.2823 +2025-05-04 19:53:10,959 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 16:41:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.3535, loss: 3.3535 +2025-05-04 19:53:56,154 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 16:40:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.2710, loss: 3.2710 +2025-05-04 19:54:41,402 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 16:40:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.2881, loss: 3.2881 +2025-05-04 19:55:26,643 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 16:39:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.3241, loss: 3.3241 +2025-05-04 19:56:11,893 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 16:38:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 3.3295, loss: 3.3295 +2025-05-04 19:56:57,094 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 16:37:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.2887, loss: 3.2887 +2025-05-04 19:57:42,303 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 16:36:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4558, loss: 3.4558 +2025-05-04 19:58:27,573 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 16:36:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4169, loss: 3.4169 +2025-05-04 19:59:12,826 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 16:35:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.2081, loss: 3.2081 +2025-05-04 19:59:58,248 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 16:34:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.4640, loss: 3.4640 +2025-05-04 20:00:43,615 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 16:33:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 3.3875, loss: 3.3875 +2025-05-04 20:01:29,402 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 16:33:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.2897, loss: 3.2897 +2025-05-04 20:02:15,214 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 16:32:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 3.3157, loss: 3.3157 +2025-05-04 20:03:00,814 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 16:31:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.4847, loss: 3.4847 +2025-05-04 20:03:46,123 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 16:30:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.3772, loss: 3.3772 +2025-05-04 20:04:31,221 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 16:29:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.3950, loss: 3.3950 +2025-05-04 20:05:16,503 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 16:29:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.4209, loss: 3.4209 +2025-05-04 20:06:01,654 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 16:28:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3392, loss: 3.3392 +2025-05-04 20:06:46,971 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 16:27:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.5174, loss: 3.5174 +2025-05-04 20:07:32,276 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 16:26:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.4460, loss: 3.4460 +2025-05-04 20:08:17,624 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 16:26:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9800, loss_cls: 3.4742, loss: 3.4742 +2025-05-04 20:09:02,967 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 16:25:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.3599, loss: 3.3599 +2025-05-04 20:09:48,412 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 16:24:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.3902, loss: 3.3902 +2025-05-04 20:10:33,712 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 16:23:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.3963, loss: 3.3963 +2025-05-04 20:11:18,891 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 16:22:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 3.3110, loss: 3.3110 +2025-05-04 20:12:03,965 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 16:22:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.3775, loss: 3.3775 +2025-05-04 20:12:49,097 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 16:21:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.4848, loss: 3.4848 +2025-05-04 20:13:34,196 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 16:20:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.3531, loss: 3.3531 +2025-05-04 20:14:19,330 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 16:19:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.4567, loss: 3.4567 +2025-05-04 20:15:04,485 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 16:19:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.2684, loss: 3.2684 +2025-05-04 20:15:49,671 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:18:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.4083, loss: 3.4083 +2025-05-04 20:16:34,880 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:17:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.3462, loss: 3.3462 +2025-05-04 20:16:37,555 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-04 20:20:49,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 20:20:50,530 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9602 +2025-05-04 20:20:50,553 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7919, top5_acc: 0.9602 +2025-05-04 20:21:58,791 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:17:15, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 3.4104, loss: 3.4104 +2025-05-04 20:22:43,851 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:16:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.2151, loss: 3.2151 +2025-05-04 20:23:28,884 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:15:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.3539, loss: 3.3539 +2025-05-04 20:24:13,936 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:14:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.4117, loss: 3.4117 +2025-05-04 20:24:59,038 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:14:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3860, loss: 3.3860 +2025-05-04 20:25:44,164 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:13:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.3492, loss: 3.3492 +2025-05-04 20:26:29,348 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:12:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.3793, loss: 3.3793 +2025-05-04 20:27:14,552 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:11:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.3311, loss: 3.3311 +2025-05-04 20:27:59,705 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:10:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 3.4069, loss: 3.4069 +2025-05-04 20:28:45,042 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:10:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.4043, loss: 3.4043 +2025-05-04 20:29:30,359 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:09:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4666, loss: 3.4666 +2025-05-04 20:30:15,655 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:08:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.3556, loss: 3.3556 +2025-05-04 20:31:00,796 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:07:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.4337, loss: 3.4337 +2025-05-04 20:31:45,954 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:07:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.3110, loss: 3.3110 +2025-05-04 20:32:31,203 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:06:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9838, loss_cls: 3.4058, loss: 3.4058 +2025-05-04 20:33:16,559 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:05:32, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.2671, loss: 3.2671 +2025-05-04 20:34:01,859 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:04:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.3166, loss: 3.3166 +2025-05-04 20:34:47,113 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:03:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.4336, loss: 3.4336 +2025-05-04 20:35:32,431 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:03:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.2499, loss: 3.2499 +2025-05-04 20:36:17,741 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:02:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3291, loss: 3.3291 +2025-05-04 20:37:03,076 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 16:01:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2962, loss: 3.2962 +2025-05-04 20:37:48,425 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 16:00:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.2668, loss: 3.2668 +2025-05-04 20:38:33,687 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 16:00:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.3614, loss: 3.3614 +2025-05-04 20:39:18,835 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 15:59:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.3339, loss: 3.3339 +2025-05-04 20:40:03,988 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 15:58:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 3.3862, loss: 3.3862 +2025-05-04 20:40:49,199 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 15:57:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2844, loss: 3.2844 +2025-05-04 20:41:34,364 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 15:56:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.3046, loss: 3.3046 +2025-05-04 20:42:19,621 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 15:56:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 3.3308, loss: 3.3308 +2025-05-04 20:43:04,823 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 15:55:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.3172, loss: 3.3172 +2025-05-04 20:43:49,959 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 15:54:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.3568, loss: 3.3568 +2025-05-04 20:44:35,124 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 15:53:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.4884, loss: 3.4884 +2025-05-04 20:45:20,447 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 15:53:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.4338, loss: 3.4338 +2025-05-04 20:46:05,678 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 15:52:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.3648, loss: 3.3648 +2025-05-04 20:46:50,872 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 15:51:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4255, loss: 3.4255 +2025-05-04 20:46:53,527 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-04 20:51:05,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 20:51:05,922 - pyskl - INFO - +top1_acc 0.7673 +top5_acc 0.9492 +2025-05-04 20:51:05,943 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7673, top5_acc: 0.9492 +2025-05-04 20:52:14,355 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 15:51:15, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.2129, loss: 3.2129 +2025-05-04 20:52:59,510 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 15:50:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.3197, loss: 3.3197 +2025-05-04 20:53:44,799 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 15:49:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.2028, loss: 3.2028 +2025-05-04 20:54:30,017 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 15:48:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.3113, loss: 3.3113 +2025-05-04 20:55:15,170 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 15:48:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.2924, loss: 3.2924 +2025-05-04 20:56:00,458 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 15:47:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4544, loss: 3.4544 +2025-05-04 20:56:45,579 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 15:46:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.4081, loss: 3.4081 +2025-05-04 20:57:30,888 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 15:45:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.2508, loss: 3.2508 +2025-05-04 20:58:16,117 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 15:45:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4757, loss: 3.4757 +2025-05-04 20:59:01,288 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 15:44:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2923, loss: 3.2923 +2025-05-04 20:59:46,481 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 15:43:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.3673, loss: 3.3673 +2025-05-04 21:00:31,734 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 15:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.3738, loss: 3.3738 +2025-05-04 21:01:17,014 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 15:41:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.3915, loss: 3.3915 +2025-05-04 21:02:02,332 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 15:41:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.3054, loss: 3.3054 +2025-05-04 21:02:47,727 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 15:40:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.2988, loss: 3.2988 +2025-05-04 21:03:33,123 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 15:39:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.2855, loss: 3.2855 +2025-05-04 21:04:18,445 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 15:38:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.1883, loss: 3.1883 +2025-05-04 21:05:03,694 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 15:38:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.4117, loss: 3.4117 +2025-05-04 21:05:48,951 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 15:37:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.3553, loss: 3.3553 +2025-05-04 21:06:34,348 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 15:36:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.2090, loss: 3.2090 +2025-05-04 21:07:19,583 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 15:35:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.3954, loss: 3.3954 +2025-05-04 21:08:04,849 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 15:34:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.2080, loss: 3.2080 +2025-05-04 21:08:50,019 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 15:34:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9844, loss_cls: 3.3032, loss: 3.3032 +2025-05-04 21:09:35,162 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 15:33:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.3989, loss: 3.3989 +2025-05-04 21:10:20,323 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 15:32:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.3847, loss: 3.3847 +2025-05-04 21:11:05,549 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 15:31:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.3674, loss: 3.3674 +2025-05-04 21:11:50,763 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 15:31:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.3264, loss: 3.3264 +2025-05-04 21:12:35,916 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 15:30:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.3008, loss: 3.3008 +2025-05-04 21:13:21,126 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 15:29:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.3019, loss: 3.3019 +2025-05-04 21:14:06,309 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 15:28:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9819, loss_cls: 3.4034, loss: 3.4034 +2025-05-04 21:14:51,531 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 15:27:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3891, loss: 3.3891 +2025-05-04 21:15:36,806 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 15:27:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.3421, loss: 3.3421 +2025-05-04 21:16:22,045 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 15:26:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4566, loss: 3.4566 +2025-05-04 21:17:07,196 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 15:25:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.2645, loss: 3.2645 +2025-05-04 21:17:09,866 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-04 21:21:18,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:21:18,563 - pyskl - INFO - +top1_acc 0.7661 +top5_acc 0.9482 +2025-05-04 21:21:18,587 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7661, top5_acc: 0.9482 +2025-05-04 21:22:26,898 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 15:25:17, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.2682, loss: 3.2682 +2025-05-04 21:23:12,080 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 15:24:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9850, loss_cls: 3.2748, loss: 3.2748 +2025-05-04 21:23:57,339 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 15:23:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.2913, loss: 3.2913 +2025-05-04 21:24:42,613 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 15:22:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.2398, loss: 3.2398 +2025-05-04 21:25:27,885 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 15:22:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 3.2901, loss: 3.2901 +2025-05-04 21:26:13,058 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 15:21:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.2503, loss: 3.2503 +2025-05-04 21:26:58,348 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 15:20:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.2640, loss: 3.2640 +2025-05-04 21:27:43,616 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:19:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.3954, loss: 3.3954 +2025-05-04 21:28:28,811 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:19:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.2859, loss: 3.2859 +2025-05-04 21:29:14,033 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:18:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3140, loss: 3.3140 +2025-05-04 21:29:59,218 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:17:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.3234, loss: 3.3234 +2025-05-04 21:30:44,626 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:16:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.1981, loss: 3.1981 +2025-05-04 21:31:29,828 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:15:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.3691, loss: 3.3691 +2025-05-04 21:32:15,238 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:15:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.3547, loss: 3.3547 +2025-05-04 21:33:00,519 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:14:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2730, loss: 3.2730 +2025-05-04 21:33:45,869 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:13:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3961, loss: 3.3961 +2025-05-04 21:34:31,029 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:12:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.4236, loss: 3.4236 +2025-05-04 21:35:16,254 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:12:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2740, loss: 3.2740 +2025-05-04 21:36:01,892 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:11:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.3915, loss: 3.3915 +2025-05-04 21:36:47,091 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:10:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.2146, loss: 3.2146 +2025-05-04 21:37:32,268 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:09:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.4613, loss: 3.4613 +2025-05-04 21:38:17,488 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:08:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.3694, loss: 3.3694 +2025-05-04 21:39:02,714 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:08:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.3230, loss: 3.3230 +2025-05-04 21:39:47,865 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:07:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.3001, loss: 3.3001 +2025-05-04 21:40:32,994 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:06:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3533, loss: 3.3533 +2025-05-04 21:41:18,176 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:05:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.4639, loss: 3.4639 +2025-05-04 21:42:03,285 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:05:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.5166, loss: 3.5166 +2025-05-04 21:42:48,371 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:04:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.3189, loss: 3.3189 +2025-05-04 21:43:33,500 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:03:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.2043, loss: 3.2043 +2025-05-04 21:44:18,675 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 15:02:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.3900, loss: 3.3900 +2025-05-04 21:45:03,779 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 15:01:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9850, loss_cls: 3.1851, loss: 3.1851 +2025-05-04 21:45:48,879 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 15:01:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.3682, loss: 3.3682 +2025-05-04 21:46:34,015 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 15:00:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.3330, loss: 3.3330 +2025-05-04 21:47:19,143 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 14:59:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.4253, loss: 3.4253 +2025-05-04 21:47:21,827 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-04 21:51:34,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 21:51:34,880 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9602 +2025-05-04 21:51:34,904 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7940, top5_acc: 0.9602 +2025-05-04 21:52:43,479 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 14:59:18, time: 0.686, data_time: 0.231, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.3276, loss: 3.3276 +2025-05-04 21:53:28,811 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 14:58:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 3.2468, loss: 3.2468 +2025-05-04 21:54:14,131 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 14:57:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.2898, loss: 3.2898 +2025-05-04 21:54:59,462 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 14:56:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.2387, loss: 3.2387 +2025-05-04 21:55:45,017 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 14:56:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.1398, loss: 3.1398 +2025-05-04 21:56:30,326 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 14:55:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.2966, loss: 3.2966 +2025-05-04 21:57:15,569 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 14:54:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.2789, loss: 3.2789 +2025-05-04 21:58:00,854 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 14:53:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.2037, loss: 3.2037 +2025-05-04 21:58:46,098 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 14:53:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.4267, loss: 3.4267 +2025-05-04 21:59:31,463 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 14:52:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.3700, loss: 3.3700 +2025-05-04 22:00:16,838 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 14:51:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.3488, loss: 3.3488 +2025-05-04 22:01:02,138 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 14:50:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.3613, loss: 3.3613 +2025-05-04 22:01:47,424 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 14:50:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.2903, loss: 3.2903 +2025-05-04 22:02:32,597 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 14:49:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.2897, loss: 3.2897 +2025-05-04 22:03:17,730 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 14:48:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.2286, loss: 3.2286 +2025-05-04 22:04:02,879 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 14:47:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3408, loss: 3.3408 +2025-05-04 22:04:48,046 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 14:46:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.2272, loss: 3.2272 +2025-05-04 22:05:33,302 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 14:46:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1463, loss: 3.1463 +2025-05-04 22:06:18,539 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 14:45:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.3247, loss: 3.3247 +2025-05-04 22:07:03,784 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 14:44:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.3726, loss: 3.3726 +2025-05-04 22:07:49,045 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 14:43:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.3254, loss: 3.3254 +2025-05-04 22:08:34,271 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 14:42:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 3.3234, loss: 3.3234 +2025-05-04 22:09:19,504 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 14:42:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.1888, loss: 3.1888 +2025-05-04 22:10:04,712 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 14:41:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2777, loss: 3.2777 +2025-05-04 22:10:49,988 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 14:40:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.2933, loss: 3.2933 +2025-05-04 22:11:35,243 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 14:39:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3174, loss: 3.3174 +2025-05-04 22:12:20,456 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 14:39:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 3.2453, loss: 3.2453 +2025-05-04 22:13:05,662 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 14:38:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.2463, loss: 3.2463 +2025-05-04 22:13:50,752 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 14:37:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4047, loss: 3.4047 +2025-05-04 22:14:35,906 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 14:36:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.3747, loss: 3.3747 +2025-05-04 22:15:21,154 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 14:35:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.3630, loss: 3.3630 +2025-05-04 22:16:06,360 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 14:35:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.3080, loss: 3.3080 +2025-05-04 22:16:51,553 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 14:34:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2502, loss: 3.2502 +2025-05-04 22:17:36,695 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 14:33:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.3155, loss: 3.3155 +2025-05-04 22:17:39,381 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-04 22:21:51,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 22:21:52,516 - pyskl - INFO - +top1_acc 0.7882 +top5_acc 0.9581 +2025-05-04 22:21:52,539 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7882, top5_acc: 0.9581 +2025-05-04 22:23:01,318 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 14:33:21, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.2092, loss: 3.2092 +2025-05-04 22:23:46,491 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 14:32:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 3.1920, loss: 3.1920 +2025-05-04 22:24:32,041 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 14:31:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.3468, loss: 3.3468 +2025-05-04 22:25:18,266 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 14:31:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2344, loss: 3.2344 +2025-05-04 22:26:04,209 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 14:30:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.2781, loss: 3.2781 +2025-05-04 22:26:50,205 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 14:29:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3134, loss: 3.3134 +2025-05-04 22:27:36,064 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 14:28:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.3112, loss: 3.3112 +2025-05-04 22:28:21,814 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 14:28:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.2331, loss: 3.2331 +2025-05-04 22:29:07,592 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 14:27:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.3637, loss: 3.3637 +2025-05-04 22:29:52,936 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 14:26:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.2176, loss: 3.2176 +2025-05-04 22:30:38,283 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 14:25:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.2798, loss: 3.2798 +2025-05-04 22:31:23,494 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 14:24:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3881, loss: 3.3881 +2025-05-04 22:32:08,742 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 14:24:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.3046, loss: 3.3046 +2025-05-04 22:32:54,088 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 14:23:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.1852, loss: 3.1852 +2025-05-04 22:33:39,271 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 14:22:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.3197, loss: 3.3197 +2025-05-04 22:34:24,494 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 14:21:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 3.2028, loss: 3.2028 +2025-05-04 22:35:09,796 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:21:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2979, loss: 3.2979 +2025-05-04 22:35:55,226 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:20:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.2730, loss: 3.2730 +2025-05-04 22:36:40,383 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:19:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.2291, loss: 3.2291 +2025-05-04 22:37:25,550 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:18:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.2857, loss: 3.2857 +2025-05-04 22:38:10,649 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:17:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.3527, loss: 3.3527 +2025-05-04 22:38:55,476 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:17:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.3425, loss: 3.3425 +2025-05-04 22:39:40,870 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:16:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.2816, loss: 3.2816 +2025-05-04 22:40:26,009 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:15:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.2926, loss: 3.2926 +2025-05-04 22:41:11,107 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:14:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.3818, loss: 3.3818 +2025-05-04 22:41:56,279 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:14:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.2936, loss: 3.2936 +2025-05-04 22:42:41,456 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:13:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.2680, loss: 3.2680 +2025-05-04 22:43:26,691 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:12:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.2063, loss: 3.2063 +2025-05-04 22:44:11,935 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:11:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.3281, loss: 3.3281 +2025-05-04 22:44:57,111 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:10:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.2752, loss: 3.2752 +2025-05-04 22:45:42,319 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:10:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.3524, loss: 3.3524 +2025-05-04 22:46:27,482 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:09:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.2131, loss: 3.2131 +2025-05-04 22:47:12,658 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:08:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.4069, loss: 3.4069 +2025-05-04 22:47:57,842 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:07:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3496, loss: 3.3496 +2025-05-04 22:48:00,484 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-04 22:52:08,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 22:52:09,346 - pyskl - INFO - +top1_acc 0.7957 +top5_acc 0.9622 +2025-05-04 22:52:09,370 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7957, top5_acc: 0.9622 +2025-05-04 22:53:17,747 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:07:28, time: 0.684, data_time: 0.231, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3366, loss: 3.3366 +2025-05-04 22:54:03,328 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:06:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 3.2115, loss: 3.2115 +2025-05-04 22:54:48,681 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:05:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1727, loss: 3.1727 +2025-05-04 22:55:34,019 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:05:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1733, loss: 3.1733 +2025-05-04 22:56:19,284 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:04:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.2627, loss: 3.2627 +2025-05-04 22:57:04,638 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 14:03:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3371, loss: 3.3371 +2025-05-04 22:57:50,094 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 14:02:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.3247, loss: 3.3247 +2025-05-04 22:58:35,587 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 14:02:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 3.3144, loss: 3.3144 +2025-05-04 22:59:20,796 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 14:01:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.2603, loss: 3.2603 +2025-05-04 23:00:05,984 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 14:00:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 3.2182, loss: 3.2182 +2025-05-04 23:00:51,108 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 13:59:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.2323, loss: 3.2323 +2025-05-04 23:01:36,371 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 13:58:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.4436, loss: 3.4436 +2025-05-04 23:02:21,500 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 13:58:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.2695, loss: 3.2695 +2025-05-04 23:03:06,641 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 13:57:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.2588, loss: 3.2588 +2025-05-04 23:03:51,850 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 13:56:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.1993, loss: 3.1993 +2025-05-04 23:04:37,063 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 13:55:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.3840, loss: 3.3840 +2025-05-04 23:05:22,252 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 13:55:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.2396, loss: 3.2396 +2025-05-04 23:06:07,559 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 13:54:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3490, loss: 3.3490 +2025-05-04 23:06:52,851 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 13:53:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.3957, loss: 3.3957 +2025-05-04 23:07:38,096 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 13:52:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.3152, loss: 3.3152 +2025-05-04 23:08:23,302 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 13:51:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 3.2003, loss: 3.2003 +2025-05-04 23:09:08,526 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 13:51:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.2872, loss: 3.2872 +2025-05-04 23:09:53,749 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 13:50:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1666, loss: 3.1666 +2025-05-04 23:10:38,996 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 13:49:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.2432, loss: 3.2432 +2025-05-04 23:11:24,257 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 13:48:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.2611, loss: 3.2611 +2025-05-04 23:12:09,475 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 13:48:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.3723, loss: 3.3723 +2025-05-04 23:12:54,620 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 13:47:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9819, loss_cls: 3.3659, loss: 3.3659 +2025-05-04 23:13:39,777 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 13:46:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.2688, loss: 3.2688 +2025-05-04 23:14:24,905 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 13:45:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4090, loss: 3.4090 +2025-05-04 23:15:10,083 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 13:44:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.2896, loss: 3.2896 +2025-05-04 23:15:55,208 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 13:44:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.2294, loss: 3.2294 +2025-05-04 23:16:40,372 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 13:43:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1861, loss: 3.1861 +2025-05-04 23:17:25,492 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 13:42:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.2050, loss: 3.2050 +2025-05-04 23:18:10,605 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 13:41:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.3128, loss: 3.3128 +2025-05-04 23:18:13,265 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-04 23:22:21,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 23:22:22,194 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9627 +2025-05-04 23:22:22,258 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_54.pth was removed +2025-05-04 23:22:23,432 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. +2025-05-04 23:22:23,434 - pyskl - INFO - Best top1_acc is 0.8101 at 63 epoch. +2025-05-04 23:22:23,462 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.8101, top5_acc: 0.9627 +2025-05-04 23:23:32,094 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 13:41:29, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.2108, loss: 3.2108 +2025-05-04 23:24:17,417 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 13:40:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.2532, loss: 3.2532 +2025-05-04 23:25:02,850 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 13:39:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 3.0785, loss: 3.0785 +2025-05-04 23:25:48,123 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 13:39:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3569, loss: 3.3569 +2025-05-04 23:26:33,556 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 13:38:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9869, loss_cls: 3.1558, loss: 3.1558 +2025-05-04 23:27:18,769 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 13:37:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.2068, loss: 3.2068 +2025-05-04 23:28:03,880 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 13:36:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.3295, loss: 3.3295 +2025-05-04 23:28:49,017 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 13:36:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.1587, loss: 3.1587 +2025-05-04 23:29:34,335 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 13:35:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.2624, loss: 3.2624 +2025-05-04 23:30:19,618 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 13:34:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2182, loss: 3.2182 +2025-05-04 23:31:04,912 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 13:33:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.2685, loss: 3.2685 +2025-05-04 23:31:50,411 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 13:32:58, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.2054, loss: 3.2054 +2025-05-04 23:32:35,822 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 13:32:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2543, loss: 3.2543 +2025-05-04 23:33:21,061 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 13:31:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.2121, loss: 3.2121 +2025-05-04 23:34:06,314 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 13:30:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.2420, loss: 3.2420 +2025-05-04 23:34:51,480 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 13:29:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.2909, loss: 3.2909 +2025-05-04 23:35:37,277 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 13:29:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.3157, loss: 3.3157 +2025-05-04 23:36:22,452 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 13:28:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3473, loss: 3.3473 +2025-05-04 23:37:07,603 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 13:27:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2715, loss: 3.2715 +2025-05-04 23:37:52,758 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 13:26:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.1827, loss: 3.1827 +2025-05-04 23:38:38,052 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 13:25:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.3872, loss: 3.3872 +2025-05-04 23:39:23,232 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 13:25:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.2833, loss: 3.2833 +2025-05-04 23:40:08,440 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 13:24:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9819, loss_cls: 3.3165, loss: 3.3165 +2025-05-04 23:40:53,606 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 13:23:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.3343, loss: 3.3343 +2025-05-04 23:41:38,915 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 13:22:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.2302, loss: 3.2302 +2025-05-04 23:42:24,331 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:22:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9869, loss_cls: 3.1941, loss: 3.1941 +2025-05-04 23:43:09,580 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:21:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.1606, loss: 3.1606 +2025-05-04 23:43:54,987 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:20:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.2566, loss: 3.2566 +2025-05-04 23:44:40,356 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:19:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.2940, loss: 3.2940 +2025-05-04 23:45:25,651 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:19:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.1356, loss: 3.1356 +2025-05-04 23:46:10,985 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:18:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.2967, loss: 3.2967 +2025-05-04 23:46:56,195 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:17:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.2566, loss: 3.2566 +2025-05-04 23:47:41,358 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:16:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.3237, loss: 3.3237 +2025-05-04 23:48:26,517 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:15:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.2627, loss: 3.2627 +2025-05-04 23:48:29,168 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-04 23:52:37,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-04 23:52:37,846 - pyskl - INFO - +top1_acc 0.8019 +top5_acc 0.9613 +2025-05-04 23:52:37,870 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.8019, top5_acc: 0.9613 +2025-05-04 23:53:46,446 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:15:33, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 3.0929, loss: 3.0929 +2025-05-04 23:54:31,633 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:14:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9888, loss_cls: 3.2535, loss: 3.2535 +2025-05-04 23:55:16,875 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:14:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.1628, loss: 3.1628 +2025-05-04 23:56:02,302 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:13:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.1989, loss: 3.1989 +2025-05-04 23:56:47,608 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:12:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 3.1841, loss: 3.1841 +2025-05-04 23:57:32,867 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:11:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 3.0957, loss: 3.0957 +2025-05-04 23:58:18,038 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:10:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.2608, loss: 3.2608 +2025-05-04 23:59:03,408 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:10:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 3.1419, loss: 3.1419 +2025-05-04 23:59:48,507 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:09:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.1060, loss: 3.1060 +2025-05-05 00:00:33,553 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:08:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.2898, loss: 3.2898 +2025-05-05 00:01:18,731 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:07:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.2626, loss: 3.2626 +2025-05-05 00:02:03,726 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:07:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.2770, loss: 3.2770 +2025-05-05 00:02:48,770 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:06:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.3708, loss: 3.3708 +2025-05-05 00:03:33,814 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:05:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2743, loss: 3.2743 +2025-05-05 00:04:19,026 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 13:04:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.1740, loss: 3.1740 +2025-05-05 00:05:04,395 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 13:03:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9725, loss_cls: 3.1198, loss: 3.1198 +2025-05-05 00:05:49,572 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 13:03:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.1635, loss: 3.1635 +2025-05-05 00:06:34,798 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 13:02:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.3576, loss: 3.3576 +2025-05-05 00:07:20,130 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 13:01:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.2958, loss: 3.2958 +2025-05-05 00:08:05,714 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 13:00:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2791, loss: 3.2791 +2025-05-05 00:08:51,214 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 13:00:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.0773, loss: 3.0773 +2025-05-05 00:09:36,589 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 12:59:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.2034, loss: 3.2034 +2025-05-05 00:10:21,901 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 12:58:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1516, loss: 3.1516 +2025-05-05 00:11:07,155 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 12:57:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.2935, loss: 3.2935 +2025-05-05 00:11:52,350 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 12:56:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.1677, loss: 3.1677 +2025-05-05 00:12:37,550 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 12:56:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.3430, loss: 3.3430 +2025-05-05 00:13:22,847 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 12:55:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.3361, loss: 3.3361 +2025-05-05 00:14:08,128 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 12:54:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.3244, loss: 3.3244 +2025-05-05 00:14:53,379 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 12:53:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 3.2690, loss: 3.2690 +2025-05-05 00:15:38,686 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 12:53:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.2748, loss: 3.2748 +2025-05-05 00:16:24,055 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 12:52:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.2319, loss: 3.2319 +2025-05-05 00:17:09,277 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 12:51:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.2501, loss: 3.2501 +2025-05-05 00:17:54,449 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 12:50:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.3148, loss: 3.3148 +2025-05-05 00:18:39,711 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 12:49:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.3589, loss: 3.3589 +2025-05-05 00:18:42,397 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-05 00:22:54,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 00:22:54,999 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9616 +2025-05-05 00:22:55,021 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.8063, top5_acc: 0.9616 +2025-05-05 00:24:02,884 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 12:49:34, time: 0.679, data_time: 0.227, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 3.1769, loss: 3.1769 +2025-05-05 00:24:48,223 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 12:48:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.1732, loss: 3.1732 +2025-05-05 00:25:33,284 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 12:48:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 3.0600, loss: 3.0600 +2025-05-05 00:26:18,529 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 12:47:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.1746, loss: 3.1746 +2025-05-05 00:27:03,765 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 12:46:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.3056, loss: 3.3056 +2025-05-05 00:27:48,990 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 12:45:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.0583, loss: 3.0583 +2025-05-05 00:28:34,376 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 12:44:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.0813, loss: 3.0813 +2025-05-05 00:29:19,707 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 12:44:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.3124, loss: 3.3124 +2025-05-05 00:30:04,994 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 12:43:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.2814, loss: 3.2814 +2025-05-05 00:30:50,212 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 12:42:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.2741, loss: 3.2741 +2025-05-05 00:31:35,391 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 12:41:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.3008, loss: 3.3008 +2025-05-05 00:32:20,773 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 12:41:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2439, loss: 3.2439 +2025-05-05 00:33:06,161 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 12:40:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 3.1083, loss: 3.1083 +2025-05-05 00:33:51,325 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 12:39:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.1495, loss: 3.1495 +2025-05-05 00:34:36,510 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 12:38:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1689, loss: 3.1689 +2025-05-05 00:35:21,663 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 12:37:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2982, loss: 3.2982 +2025-05-05 00:36:06,830 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 12:37:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.1813, loss: 3.1813 +2025-05-05 00:36:52,088 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 12:36:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1255, loss: 3.1255 +2025-05-05 00:37:37,320 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 12:35:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.2554, loss: 3.2554 +2025-05-05 00:38:22,681 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 12:34:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.2453, loss: 3.2453 +2025-05-05 00:39:08,163 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 12:34:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 3.2665, loss: 3.2665 +2025-05-05 00:39:53,583 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 12:33:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 3.1686, loss: 3.1686 +2025-05-05 00:40:38,866 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 12:32:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.2311, loss: 3.2311 +2025-05-05 00:41:24,147 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 12:31:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.2785, loss: 3.2785 +2025-05-05 00:42:09,476 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 12:30:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.3325, loss: 3.3325 +2025-05-05 00:42:54,825 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 12:30:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.2795, loss: 3.2795 +2025-05-05 00:43:40,109 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:29:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.2765, loss: 3.2765 +2025-05-05 00:44:25,404 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:28:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.2360, loss: 3.2360 +2025-05-05 00:45:10,706 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 12:27:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.1823, loss: 3.1823 +2025-05-05 00:45:56,003 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 12:27:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.3295, loss: 3.3295 +2025-05-05 00:46:41,299 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 12:26:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.2969, loss: 3.2969 +2025-05-05 00:47:26,628 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 12:25:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 3.2656, loss: 3.2656 +2025-05-05 00:48:11,916 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 12:24:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.2017, loss: 3.2017 +2025-05-05 00:48:57,244 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 12:23:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.1611, loss: 3.1611 +2025-05-05 00:48:59,925 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-05 00:53:09,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 00:53:10,235 - pyskl - INFO - +top1_acc 0.8199 +top5_acc 0.9645 +2025-05-05 00:53:10,301 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_63.pth was removed +2025-05-05 00:53:11,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-05-05 00:53:11,453 - pyskl - INFO - Best top1_acc is 0.8199 at 66 epoch. +2025-05-05 00:53:11,480 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.8199, top5_acc: 0.9645 +2025-05-05 00:54:20,030 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:23:37, time: 0.685, data_time: 0.233, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.1180, loss: 3.1180 +2025-05-05 00:55:05,244 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:22:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.0319, loss: 3.0319 +2025-05-05 00:55:50,375 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:22:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2818, loss: 3.2818 +2025-05-05 00:56:35,550 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:21:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.2049, loss: 3.2049 +2025-05-05 00:57:20,687 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:20:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.1714, loss: 3.1714 +2025-05-05 00:58:05,743 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:19:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.1019, loss: 3.1019 +2025-05-05 00:58:50,827 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:18:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.1094, loss: 3.1094 +2025-05-05 00:59:35,898 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:18:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 3.2638, loss: 3.2638 +2025-05-05 01:00:20,935 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:17:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 3.1883, loss: 3.1883 +2025-05-05 01:01:05,968 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:16:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.0788, loss: 3.0788 +2025-05-05 01:01:51,239 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:15:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.1564, loss: 3.1564 +2025-05-05 01:02:36,454 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:15:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1755, loss: 3.1755 +2025-05-05 01:03:21,571 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:14:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.2240, loss: 3.2240 +2025-05-05 01:04:06,667 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:13:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.2304, loss: 3.2304 +2025-05-05 01:04:51,730 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:12:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9862, loss_cls: 3.1169, loss: 3.1169 +2025-05-05 01:05:36,826 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:11:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.0852, loss: 3.0852 +2025-05-05 01:06:21,955 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:11:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.2349, loss: 3.2349 +2025-05-05 01:07:07,176 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:10:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.1642, loss: 3.1642 +2025-05-05 01:07:52,253 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:09:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.1106, loss: 3.1106 +2025-05-05 01:08:37,379 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:08:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.3115, loss: 3.3115 +2025-05-05 01:09:22,585 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:08:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.2337, loss: 3.2337 +2025-05-05 01:10:07,839 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:07:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.1737, loss: 3.1737 +2025-05-05 01:10:52,974 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:06:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.2058, loss: 3.2058 +2025-05-05 01:11:38,126 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:05:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.1991, loss: 3.1991 +2025-05-05 01:12:23,348 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 12:04:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.2626, loss: 3.2626 +2025-05-05 01:13:08,514 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 12:04:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.1859, loss: 3.1859 +2025-05-05 01:13:53,744 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 12:03:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.1948, loss: 3.1948 +2025-05-05 01:14:38,967 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 12:02:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.1401, loss: 3.1401 +2025-05-05 01:15:24,196 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 12:01:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.3489, loss: 3.3489 +2025-05-05 01:16:09,392 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 12:01:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.1778, loss: 3.1778 +2025-05-05 01:16:54,597 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 12:00:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.1928, loss: 3.1928 +2025-05-05 01:17:39,819 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 11:59:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.3129, loss: 3.3129 +2025-05-05 01:18:25,016 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 11:58:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.2794, loss: 3.2794 +2025-05-05 01:19:10,215 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 11:57:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 3.2241, loss: 3.2241 +2025-05-05 01:19:12,955 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-05 01:23:21,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 01:23:22,156 - pyskl - INFO - +top1_acc 0.8151 +top5_acc 0.9657 +2025-05-05 01:23:22,177 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.8151, top5_acc: 0.9657 +2025-05-05 01:24:30,376 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 11:57:34, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.1602, loss: 3.1602 +2025-05-05 01:25:15,637 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 11:56:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.2473, loss: 3.2473 +2025-05-05 01:26:00,838 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 11:56:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1874, loss: 3.1874 +2025-05-05 01:26:46,053 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 11:55:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.0944, loss: 3.0944 +2025-05-05 01:27:31,282 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 11:54:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.1698, loss: 3.1698 +2025-05-05 01:28:16,532 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 11:53:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0119, loss: 3.0119 +2025-05-05 01:29:01,739 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 11:52:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.1761, loss: 3.1761 +2025-05-05 01:29:46,922 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 11:52:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 3.1730, loss: 3.1730 +2025-05-05 01:30:32,100 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 11:51:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1594, loss: 3.1594 +2025-05-05 01:31:17,382 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 11:50:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.0979, loss: 3.0979 +2025-05-05 01:32:02,692 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 11:49:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.2365, loss: 3.2365 +2025-05-05 01:32:47,959 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 11:49:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9900, loss_cls: 3.0917, loss: 3.0917 +2025-05-05 01:33:33,176 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 11:48:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0463, loss: 3.0463 +2025-05-05 01:34:18,411 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 11:47:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 3.1134, loss: 3.1134 +2025-05-05 01:35:03,594 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 11:46:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.2894, loss: 3.2894 +2025-05-05 01:35:48,894 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 11:45:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.1414, loss: 3.1414 +2025-05-05 01:36:34,078 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 11:45:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2188, loss: 3.2188 +2025-05-05 01:37:19,289 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 11:44:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.1812, loss: 3.1812 +2025-05-05 01:38:04,480 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 11:43:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.2675, loss: 3.2675 +2025-05-05 01:38:49,684 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 11:42:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.2994, loss: 3.2994 +2025-05-05 01:39:34,899 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 11:42:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.1231, loss: 3.1231 +2025-05-05 01:40:20,082 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 11:41:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2401, loss: 3.2401 +2025-05-05 01:41:05,311 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 11:40:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.1485, loss: 3.1485 +2025-05-05 01:41:50,528 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 11:39:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.0565, loss: 3.0565 +2025-05-05 01:42:35,751 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 11:38:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.2328, loss: 3.2328 +2025-05-05 01:43:20,938 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 11:38:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1499, loss: 3.1499 +2025-05-05 01:44:06,126 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 11:37:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 3.0964, loss: 3.0964 +2025-05-05 01:44:51,398 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 11:36:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9725, loss_cls: 3.1853, loss: 3.1853 +2025-05-05 01:45:36,671 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 11:35:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1169, loss: 3.1169 +2025-05-05 01:46:21,871 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 11:35:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.3028, loss: 3.3028 +2025-05-05 01:47:07,080 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 11:34:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.2107, loss: 3.2107 +2025-05-05 01:47:52,297 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 11:33:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.2828, loss: 3.2828 +2025-05-05 01:48:37,670 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 11:32:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.2736, loss: 3.2736 +2025-05-05 01:49:22,941 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 11:31:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.2855, loss: 3.2855 +2025-05-05 01:49:25,638 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-05 01:53:33,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 01:53:34,218 - pyskl - INFO - +top1_acc 0.8238 +top5_acc 0.9682 +2025-05-05 01:53:34,280 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_66.pth was removed +2025-05-05 01:53:35,342 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-05-05 01:53:35,344 - pyskl - INFO - Best top1_acc is 0.8238 at 68 epoch. +2025-05-05 01:53:35,366 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.8238, top5_acc: 0.9682 +2025-05-05 01:54:43,408 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 11:31:35, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.1399, loss: 3.1399 +2025-05-05 01:55:28,530 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 11:30:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.1235, loss: 3.1235 +2025-05-05 01:56:13,722 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:30:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9894, loss_cls: 2.9640, loss: 2.9640 +2025-05-05 01:56:58,972 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:29:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.9951, loss: 2.9951 +2025-05-05 01:57:44,138 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:28:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 3.0345, loss: 3.0345 +2025-05-05 01:58:29,559 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:27:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.1156, loss: 3.1156 +2025-05-05 01:59:14,867 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 11:26:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.1724, loss: 3.1724 +2025-05-05 02:00:00,155 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 11:26:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 3.0859, loss: 3.0859 +2025-05-05 02:00:45,553 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 11:25:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0939, loss: 3.0939 +2025-05-05 02:01:30,959 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:24:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.0033, loss: 3.0033 +2025-05-05 02:02:16,344 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:23:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.1273, loss: 3.1273 +2025-05-05 02:03:01,591 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:23:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 3.0443, loss: 3.0443 +2025-05-05 02:03:46,833 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:22:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.2859, loss: 3.2859 +2025-05-05 02:04:32,162 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:21:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.1635, loss: 3.1635 +2025-05-05 02:05:17,411 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:20:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1883, loss: 3.1883 +2025-05-05 02:06:02,476 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:19:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9875, loss_cls: 3.0267, loss: 3.0267 +2025-05-05 02:06:47,497 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:19:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.2586, loss: 3.2586 +2025-05-05 02:07:32,520 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:18:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.1534, loss: 3.1534 +2025-05-05 02:08:17,621 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:17:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.1358, loss: 3.1358 +2025-05-05 02:09:02,697 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:16:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1734, loss: 3.1734 +2025-05-05 02:09:47,768 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:16:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1339, loss: 3.1339 +2025-05-05 02:10:32,847 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:15:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 3.1055, loss: 3.1055 +2025-05-05 02:11:17,933 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:14:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.1922, loss: 3.1922 +2025-05-05 02:12:02,960 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:13:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.1342, loss: 3.1342 +2025-05-05 02:12:47,989 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:12:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 3.0552, loss: 3.0552 +2025-05-05 02:13:33,026 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:12:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.2442, loss: 3.2442 +2025-05-05 02:14:18,104 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:11:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2587, loss: 3.2587 +2025-05-05 02:15:03,171 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:10:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 3.2115, loss: 3.2115 +2025-05-05 02:15:48,233 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:09:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.0815, loss: 3.0815 +2025-05-05 02:16:33,509 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:09:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 3.3573, loss: 3.3573 +2025-05-05 02:17:18,756 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:08:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 3.3983, loss: 3.3983 +2025-05-05 02:18:04,011 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:07:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.1941, loss: 3.1941 +2025-05-05 02:18:49,207 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:06:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.1991, loss: 3.1991 +2025-05-05 02:19:34,443 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:05:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1599, loss: 3.1599 +2025-05-05 02:19:37,183 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-05 02:23:49,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 02:23:50,376 - pyskl - INFO - +top1_acc 0.8099 +top5_acc 0.9639 +2025-05-05 02:23:50,402 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.8099, top5_acc: 0.9639 +2025-05-05 02:24:58,971 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 11:05:33, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.0196, loss: 3.0196 +2025-05-05 02:25:44,244 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 11:04:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 3.1551, loss: 3.1551 +2025-05-05 02:26:29,510 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 11:04:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 3.0376, loss: 3.0376 +2025-05-05 02:27:14,778 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 11:03:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.0917, loss: 3.0917 +2025-05-05 02:28:00,128 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 11:02:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.1050, loss: 3.1050 +2025-05-05 02:28:45,385 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 11:01:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.1487, loss: 3.1487 +2025-05-05 02:29:30,521 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 11:00:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.2791, loss: 3.2791 +2025-05-05 02:30:15,723 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 11:00:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9869, loss_cls: 3.0785, loss: 3.0785 +2025-05-05 02:31:00,947 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 10:59:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.2677, loss: 3.2677 +2025-05-05 02:31:46,131 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 10:58:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.1676, loss: 3.1676 +2025-05-05 02:32:31,267 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 10:57:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.0575, loss: 3.0575 +2025-05-05 02:33:16,434 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 10:57:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.1503, loss: 3.1503 +2025-05-05 02:34:01,615 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 10:56:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 3.0950, loss: 3.0950 +2025-05-05 02:34:46,862 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 10:55:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 3.0188, loss: 3.0188 +2025-05-05 02:35:32,038 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 10:54:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.1580, loss: 3.1580 +2025-05-05 02:36:17,188 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 10:53:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.2134, loss: 3.2134 +2025-05-05 02:37:02,397 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 10:53:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 3.1168, loss: 3.1168 +2025-05-05 02:37:47,566 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 10:52:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 3.0869, loss: 3.0869 +2025-05-05 02:38:32,722 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 10:51:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 3.1940, loss: 3.1940 +2025-05-05 02:39:17,770 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 10:50:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1978, loss: 3.1978 +2025-05-05 02:40:02,836 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 10:50:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1106, loss: 3.1106 +2025-05-05 02:40:47,893 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 10:49:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.2301, loss: 3.2301 +2025-05-05 02:41:32,996 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 10:48:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.0716, loss: 3.0716 +2025-05-05 02:42:18,105 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 10:47:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.1801, loss: 3.1801 +2025-05-05 02:43:03,190 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 10:46:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.9818, loss: 2.9818 +2025-05-05 02:43:48,299 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 10:46:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.2535, loss: 3.2535 +2025-05-05 02:44:33,536 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 10:45:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.2547, loss: 3.2547 +2025-05-05 02:45:18,705 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 10:44:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.2624, loss: 3.2624 +2025-05-05 02:46:04,027 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 10:43:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.1416, loss: 3.1416 +2025-05-05 02:46:49,244 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 10:43:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 3.3106, loss: 3.3106 +2025-05-05 02:47:34,470 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 10:42:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.2021, loss: 3.2021 +2025-05-05 02:48:19,651 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 10:41:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.1781, loss: 3.1781 +2025-05-05 02:49:04,902 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 10:40:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.2236, loss: 3.2236 +2025-05-05 02:49:50,163 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 10:39:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.1213, loss: 3.1213 +2025-05-05 02:49:52,833 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-05 02:54:00,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 02:54:01,029 - pyskl - INFO - +top1_acc 0.8127 +top5_acc 0.9674 +2025-05-05 02:54:01,052 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.8127, top5_acc: 0.9674 +2025-05-05 02:55:09,321 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 10:39:32, time: 0.683, data_time: 0.231, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 3.0630, loss: 3.0630 +2025-05-05 02:55:54,598 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 10:38:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 3.0089, loss: 3.0089 +2025-05-05 02:56:39,836 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 10:37:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.0700, loss: 3.0700 +2025-05-05 02:57:25,073 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 10:37:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.1016, loss: 3.1016 +2025-05-05 02:58:10,355 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 10:36:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 3.0253, loss: 3.0253 +2025-05-05 02:58:55,611 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 10:35:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 3.2258, loss: 3.2258 +2025-05-05 02:59:40,872 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 10:34:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 3.0540, loss: 3.0540 +2025-05-05 03:00:26,026 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 10:34:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.1663, loss: 3.1663 +2025-05-05 03:01:11,152 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 10:33:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 3.0922, loss: 3.0922 +2025-05-05 03:01:56,208 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 10:32:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0465, loss: 3.0465 +2025-05-05 03:02:41,133 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 10:31:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 3.0432, loss: 3.0432 +2025-05-05 03:03:26,195 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:31:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.2327, loss: 3.2327 +2025-05-05 03:04:11,244 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:30:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.1930, loss: 3.1930 +2025-05-05 03:04:56,071 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:29:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.2306, loss: 3.2306 +2025-05-05 03:05:41,087 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:28:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.2111, loss: 3.2111 +2025-05-05 03:06:26,402 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:27:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.1048, loss: 3.1048 +2025-05-05 03:07:11,472 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:27:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 3.1491, loss: 3.1491 +2025-05-05 03:07:56,451 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 10:26:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.1858, loss: 3.1858 +2025-05-05 03:08:41,656 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:25:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 3.1695, loss: 3.1695 +2025-05-05 03:09:26,711 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:24:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.2631, loss: 3.2631 +2025-05-05 03:10:11,826 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:24:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.1209, loss: 3.1209 +2025-05-05 03:10:56,979 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:23:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.1243, loss: 3.1243 +2025-05-05 03:11:42,205 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:22:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.0724, loss: 3.0724 +2025-05-05 03:12:27,364 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:21:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.2940, loss: 3.2940 +2025-05-05 03:13:12,529 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:20:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 3.0644, loss: 3.0644 +2025-05-05 03:13:57,732 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:20:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 3.0316, loss: 3.0316 +2025-05-05 03:14:42,988 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:19:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 3.1422, loss: 3.1422 +2025-05-05 03:15:28,293 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:18:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.9931, loss: 2.9931 +2025-05-05 03:16:13,422 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:17:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.1108, loss: 3.1108 +2025-05-05 03:16:58,600 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:17:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.9172, loss: 2.9172 +2025-05-05 03:17:43,692 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:16:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.1431, loss: 3.1431 +2025-05-05 03:18:29,011 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:15:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.1508, loss: 3.1508 +2025-05-05 03:19:14,215 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:14:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 3.2067, loss: 3.2067 +2025-05-05 03:19:59,391 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:13:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.1794, loss: 3.1794 +2025-05-05 03:20:02,069 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-05 03:24:10,226 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 03:24:10,769 - pyskl - INFO - +top1_acc 0.8152 +top5_acc 0.9631 +2025-05-05 03:24:10,792 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.8152, top5_acc: 0.9631 +2025-05-05 03:25:18,920 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:13:30, time: 0.681, data_time: 0.230, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 3.0265, loss: 3.0265 +2025-05-05 03:26:04,014 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:12:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 3.0290, loss: 3.0290 +2025-05-05 03:26:49,104 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:11:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 3.1248, loss: 3.1248 +2025-05-05 03:27:34,211 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:11:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 3.1681, loss: 3.1681 +2025-05-05 03:28:19,332 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:10:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.0847, loss: 3.0847 +2025-05-05 03:29:04,507 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:09:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.0228, loss: 3.0228 +2025-05-05 03:29:49,752 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:08:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.0829, loss: 3.0829 +2025-05-05 03:30:34,942 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:08:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 3.0178, loss: 3.0178 +2025-05-05 03:31:20,079 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:07:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0436, loss: 3.0436 +2025-05-05 03:32:05,266 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:06:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 3.0746, loss: 3.0746 +2025-05-05 03:32:50,460 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 10:05:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.0951, loss: 3.0951 +2025-05-05 03:33:35,703 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 10:04:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 3.0457, loss: 3.0457 +2025-05-05 03:34:20,947 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 10:04:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.1516, loss: 3.1516 +2025-05-05 03:35:06,285 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 10:03:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.0714, loss: 3.0714 +2025-05-05 03:35:51,622 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 10:02:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2959, loss: 3.2959 +2025-05-05 03:36:36,913 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 10:01:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.1817, loss: 3.1817 +2025-05-05 03:37:22,194 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 10:01:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1262, loss: 3.1262 +2025-05-05 03:38:07,434 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 10:00:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.1597, loss: 3.1597 +2025-05-05 03:38:52,653 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 9:59:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.9648, loss: 2.9648 +2025-05-05 03:39:37,954 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 9:58:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.0627, loss: 3.0627 +2025-05-05 03:40:23,368 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 9:58:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.0972, loss: 3.0972 +2025-05-05 03:41:08,578 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 9:57:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9929, loss: 2.9929 +2025-05-05 03:41:53,806 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 9:56:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.2131, loss: 3.2131 +2025-05-05 03:42:39,022 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 9:55:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 3.0884, loss: 3.0884 +2025-05-05 03:43:24,236 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 9:54:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.3756, loss: 3.3756 +2025-05-05 03:44:09,589 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 9:54:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.1083, loss: 3.1083 +2025-05-05 03:44:54,899 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 9:53:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 3.1148, loss: 3.1148 +2025-05-05 03:45:40,165 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 9:52:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.1357, loss: 3.1357 +2025-05-05 03:46:25,394 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 9:51:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.1607, loss: 3.1607 +2025-05-05 03:47:10,642 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 9:51:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.2108, loss: 3.2108 +2025-05-05 03:47:55,986 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 9:50:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.2554, loss: 3.2554 +2025-05-05 03:48:41,202 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 9:49:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.2286, loss: 3.2286 +2025-05-05 03:49:26,501 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 9:48:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.1042, loss: 3.1042 +2025-05-05 03:50:11,746 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 9:47:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 3.1726, loss: 3.1726 +2025-05-05 03:50:14,493 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-05 03:54:23,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 03:54:24,028 - pyskl - INFO - +top1_acc 0.8172 +top5_acc 0.9655 +2025-05-05 03:54:24,054 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.8172, top5_acc: 0.9655 +2025-05-05 03:55:32,665 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 9:47:31, time: 0.686, data_time: 0.235, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.9996, loss: 2.9996 +2025-05-05 03:56:17,738 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 9:46:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 3.0751, loss: 3.0751 +2025-05-05 03:57:02,835 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 9:45:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0906, loss: 3.0906 +2025-05-05 03:57:47,960 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 9:45:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.1305, loss: 3.1305 +2025-05-05 03:58:33,503 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 9:44:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.1311, loss: 3.1311 +2025-05-05 03:59:19,077 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 9:43:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.2514, loss: 3.2514 +2025-05-05 04:00:04,359 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 9:42:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 3.0623, loss: 3.0623 +2025-05-05 04:00:49,608 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 9:42:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 3.0142, loss: 3.0142 +2025-05-05 04:01:34,983 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 9:41:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.2512, loss: 3.2512 +2025-05-05 04:02:20,298 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 9:40:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.1698, loss: 3.1698 +2025-05-05 04:03:05,561 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 9:39:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.1730, loss: 3.1730 +2025-05-05 04:03:50,759 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 9:39:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.1207, loss: 3.1207 +2025-05-05 04:04:35,959 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 9:38:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 3.0015, loss: 3.0015 +2025-05-05 04:05:21,198 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:37:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.0942, loss: 3.0942 +2025-05-05 04:06:06,437 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:36:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.0680, loss: 3.0680 +2025-05-05 04:06:51,691 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 9:35:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.1073, loss: 3.1073 +2025-05-05 04:07:36,895 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 9:35:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 3.0796, loss: 3.0796 +2025-05-05 04:08:22,178 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 9:34:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.1144, loss: 3.1144 +2025-05-05 04:09:07,445 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 9:33:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 3.0229, loss: 3.0229 +2025-05-05 04:09:52,732 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 9:32:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.1122, loss: 3.1122 +2025-05-05 04:10:37,989 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:32:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.1248, loss: 3.1248 +2025-05-05 04:11:23,229 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:31:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.1251, loss: 3.1251 +2025-05-05 04:12:08,348 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:30:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 3.1699, loss: 3.1699 +2025-05-05 04:12:53,912 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:29:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.0497, loss: 3.0497 +2025-05-05 04:13:39,246 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:28:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2258, loss: 3.2258 +2025-05-05 04:14:24,652 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:28:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.1023, loss: 3.1023 +2025-05-05 04:15:10,044 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:27:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 3.1393, loss: 3.1393 +2025-05-05 04:15:55,235 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:26:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.1453, loss: 3.1453 +2025-05-05 04:16:40,478 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:25:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0123, loss: 3.0123 +2025-05-05 04:17:25,869 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:25:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 3.1016, loss: 3.1016 +2025-05-05 04:18:11,122 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:24:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.1325, loss: 3.1325 +2025-05-05 04:18:56,357 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:23:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.2032, loss: 3.2032 +2025-05-05 04:19:41,619 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:22:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.0670, loss: 3.0670 +2025-05-05 04:20:26,825 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:22:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.1176, loss: 3.1176 +2025-05-05 04:20:29,498 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-05 04:24:41,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 04:24:41,952 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9676 +2025-05-05 04:24:42,009 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_68.pth was removed +2025-05-05 04:24:43,083 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-05-05 04:24:43,084 - pyskl - INFO - Best top1_acc is 0.8253 at 73 epoch. +2025-05-05 04:24:43,104 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.8253, top5_acc: 0.9676 +2025-05-05 04:25:51,382 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:21:33, time: 0.683, data_time: 0.231, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.9588, loss: 2.9588 +2025-05-05 04:26:36,558 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:20:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.0606, loss: 3.0606 +2025-05-05 04:27:21,702 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:20:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.9927, loss: 2.9927 +2025-05-05 04:28:06,988 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:19:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.0023, loss: 3.0023 +2025-05-05 04:28:52,248 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:18:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9900, loss_cls: 3.0539, loss: 3.0539 +2025-05-05 04:29:37,552 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:17:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 3.0172, loss: 3.0172 +2025-05-05 04:30:22,919 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:16:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.1453, loss: 3.1453 +2025-05-05 04:31:08,134 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:16:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.0267, loss: 3.0267 +2025-05-05 04:31:53,399 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:15:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.9555, loss: 2.9555 +2025-05-05 04:32:38,674 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:14:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 3.0177, loss: 3.0177 +2025-05-05 04:33:24,002 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:13:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.9373, loss: 2.9373 +2025-05-05 04:34:09,311 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:13:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9481, loss: 2.9481 +2025-05-05 04:34:54,649 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:12:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 3.0245, loss: 3.0245 +2025-05-05 04:35:39,894 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:11:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.1033, loss: 3.1033 +2025-05-05 04:36:25,009 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:10:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.0606, loss: 3.0606 +2025-05-05 04:37:10,134 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:09:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 3.1264, loss: 3.1264 +2025-05-05 04:37:55,254 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:09:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 3.1255, loss: 3.1255 +2025-05-05 04:38:40,404 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:08:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0762, loss: 3.0762 +2025-05-05 04:39:25,534 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:07:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0660, loss: 3.0660 +2025-05-05 04:40:10,663 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:06:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.0042, loss: 3.0042 +2025-05-05 04:40:55,856 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 9:06:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.9148, loss: 2.9148 +2025-05-05 04:41:41,089 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 9:05:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.9375, loss: 2.9375 +2025-05-05 04:42:26,264 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 9:04:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 3.0514, loss: 3.0514 +2025-05-05 04:43:11,366 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 9:03:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.0690, loss: 3.0690 +2025-05-05 04:43:56,499 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 9:02:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.0664, loss: 3.0664 +2025-05-05 04:44:41,655 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 9:02:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.1226, loss: 3.1226 +2025-05-05 04:45:26,961 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 9:01:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.0218, loss: 3.0218 +2025-05-05 04:46:12,111 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 9:00:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.1967, loss: 3.1967 +2025-05-05 04:46:57,344 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 8:59:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.1767, loss: 3.1767 +2025-05-05 04:47:42,499 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 8:59:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.1656, loss: 3.1656 +2025-05-05 04:48:27,635 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 8:58:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.0877, loss: 3.0877 +2025-05-05 04:49:12,783 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 8:57:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 3.0516, loss: 3.0516 +2025-05-05 04:49:57,916 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 8:56:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.1424, loss: 3.1424 +2025-05-05 04:50:43,380 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 8:56:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.1829, loss: 3.1829 +2025-05-05 04:50:46,058 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-05 04:54:54,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 04:54:55,022 - pyskl - INFO - +top1_acc 0.8143 +top5_acc 0.9600 +2025-05-05 04:54:55,045 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.8143, top5_acc: 0.9600 +2025-05-05 04:56:03,846 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 8:55:33, time: 0.688, data_time: 0.235, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 3.0574, loss: 3.0574 +2025-05-05 04:56:49,270 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 8:54:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.9883, loss: 2.9883 +2025-05-05 04:57:34,903 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 8:54:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8844, loss: 2.8844 +2025-05-05 04:58:20,185 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 8:53:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9900, loss_cls: 2.9551, loss: 2.9551 +2025-05-05 04:59:05,449 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 8:52:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 3.0972, loss: 3.0972 +2025-05-05 04:59:50,705 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 8:51:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 3.0881, loss: 3.0881 +2025-05-05 05:00:35,993 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 8:50:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 3.0284, loss: 3.0284 +2025-05-05 05:01:21,306 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 8:50:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 3.1222, loss: 3.1222 +2025-05-05 05:02:06,662 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 8:49:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.0418, loss: 3.0418 +2025-05-05 05:02:52,008 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 8:48:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.9439, loss: 2.9439 +2025-05-05 05:03:37,126 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 8:47:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.0576, loss: 3.0576 +2025-05-05 05:04:22,336 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 8:47:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 3.0129, loss: 3.0129 +2025-05-05 05:05:07,599 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 8:46:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 3.0170, loss: 3.0170 +2025-05-05 05:05:52,853 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 8:45:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 3.0321, loss: 3.0321 +2025-05-05 05:06:38,127 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 8:44:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 3.0874, loss: 3.0874 +2025-05-05 05:07:23,346 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 8:43:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 3.0368, loss: 3.0368 +2025-05-05 05:08:08,536 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 8:43:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 3.0320, loss: 3.0320 +2025-05-05 05:08:53,682 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 8:42:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 3.0095, loss: 3.0095 +2025-05-05 05:09:38,865 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 8:41:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 3.1368, loss: 3.1368 +2025-05-05 05:10:24,144 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 8:40:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9788, loss_cls: 2.9911, loss: 2.9911 +2025-05-05 05:11:09,435 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 8:40:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.1545, loss: 3.1545 +2025-05-05 05:11:54,870 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 8:39:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.1199, loss: 3.1199 +2025-05-05 05:12:40,051 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:38:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 3.1249, loss: 3.1249 +2025-05-05 05:13:25,361 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:37:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 3.0644, loss: 3.0644 +2025-05-05 05:14:10,711 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:37:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.1622, loss: 3.1622 +2025-05-05 05:14:56,188 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:36:14, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 3.1470, loss: 3.1470 +2025-05-05 05:15:41,528 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:35:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.0535, loss: 3.0535 +2025-05-05 05:16:26,768 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 8:34:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 3.0518, loss: 3.0518 +2025-05-05 05:17:11,904 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 8:33:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.0516, loss: 3.0516 +2025-05-05 05:17:57,098 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:33:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 3.0664, loss: 3.0664 +2025-05-05 05:18:42,393 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:32:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.0428, loss: 3.0428 +2025-05-05 05:19:27,551 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:31:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.9715, loss: 2.9715 +2025-05-05 05:20:12,755 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:30:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.1465, loss: 3.1465 +2025-05-05 05:20:57,910 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:30:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.0243, loss: 3.0243 +2025-05-05 05:21:00,598 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-05 05:25:08,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 05:25:09,241 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9507 +2025-05-05 05:25:09,266 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7893, top5_acc: 0.9507 +2025-05-05 05:26:18,582 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:29:36, time: 0.693, data_time: 0.235, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 3.0005, loss: 3.0005 +2025-05-05 05:27:04,067 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:28:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.8945, loss: 2.8945 +2025-05-05 05:27:49,399 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:28:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.9518, loss: 2.9518 +2025-05-05 05:28:34,774 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:27:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.9368, loss: 2.9368 +2025-05-05 05:29:20,067 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:26:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.0082, loss: 3.0082 +2025-05-05 05:30:05,376 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:25:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.9389, loss: 2.9389 +2025-05-05 05:30:50,750 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:24:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9867, loss: 2.9867 +2025-05-05 05:31:36,135 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:24:12, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.9064, loss: 2.9064 +2025-05-05 05:32:21,362 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:23:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.9488, loss: 2.9488 +2025-05-05 05:33:06,596 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:22:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0142, loss: 3.0142 +2025-05-05 05:33:51,752 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:21:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.9117, loss: 2.9117 +2025-05-05 05:34:36,891 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:21:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.9240, loss: 2.9240 +2025-05-05 05:35:22,119 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:20:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.0822, loss: 3.0822 +2025-05-05 05:36:07,346 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:19:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9865, loss: 2.9865 +2025-05-05 05:36:52,565 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:18:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.0110, loss: 3.0110 +2025-05-05 05:37:37,804 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:18:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 3.0494, loss: 3.0494 +2025-05-05 05:38:22,992 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:17:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.9979, loss: 2.9979 +2025-05-05 05:39:08,161 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:16:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.9612, loss: 2.9612 +2025-05-05 05:39:53,417 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:15:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.9415, loss: 2.9415 +2025-05-05 05:40:38,792 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:14:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.9200, loss: 2.9200 +2025-05-05 05:41:24,119 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:14:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.0586, loss: 3.0586 +2025-05-05 05:42:09,348 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:13:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0567, loss: 3.0567 +2025-05-05 05:42:54,533 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:12:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 3.0788, loss: 3.0788 +2025-05-05 05:43:39,910 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:11:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.9917, loss: 2.9917 +2025-05-05 05:44:25,418 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:11:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.0956, loss: 3.0956 +2025-05-05 05:45:11,026 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:10:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1702, loss: 3.1702 +2025-05-05 05:45:56,671 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:09:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.9959, loss: 2.9959 +2025-05-05 05:46:42,060 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:08:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.9471, loss: 2.9471 +2025-05-05 05:47:27,343 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:07:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 3.0312, loss: 3.0312 +2025-05-05 05:48:12,602 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:07:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 3.0912, loss: 3.0912 +2025-05-05 05:48:57,923 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 8:06:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1787, loss: 3.1787 +2025-05-05 05:49:43,136 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 8:05:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1455, loss: 3.1455 +2025-05-05 05:50:28,374 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 8:04:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 3.1167, loss: 3.1167 +2025-05-05 05:51:13,642 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 8:04:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.0301, loss: 3.0301 +2025-05-05 05:51:16,369 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-05 05:55:24,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 05:55:25,264 - pyskl - INFO - +top1_acc 0.8239 +top5_acc 0.9684 +2025-05-05 05:55:25,286 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.8239, top5_acc: 0.9684 +2025-05-05 05:56:33,273 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 8:03:38, time: 0.680, data_time: 0.231, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.1531, loss: 3.1531 +2025-05-05 05:57:18,285 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 8:02:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8983, loss: 2.8983 +2025-05-05 05:58:03,167 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 8:02:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.8692, loss: 2.8692 +2025-05-05 05:58:48,123 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 8:01:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.9051, loss: 2.9051 +2025-05-05 05:59:33,299 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 8:00:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.9694, loss: 2.9694 +2025-05-05 06:00:18,434 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 7:59:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.8717, loss: 2.8717 +2025-05-05 06:01:03,666 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 7:58:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.8411, loss: 2.8411 +2025-05-05 06:01:48,898 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 7:58:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 3.0247, loss: 3.0247 +2025-05-05 06:02:34,076 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 7:57:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 3.0378, loss: 3.0378 +2025-05-05 06:03:19,301 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 7:56:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.9758, loss: 2.9758 +2025-05-05 06:04:04,501 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 7:55:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9599, loss: 2.9599 +2025-05-05 06:04:49,746 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 7:55:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.9928, loss: 2.9928 +2025-05-05 06:05:34,958 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 7:54:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.0853, loss: 3.0853 +2025-05-05 06:06:20,100 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 7:53:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.9143, loss: 2.9143 +2025-05-05 06:07:05,462 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 7:52:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 3.0628, loss: 3.0628 +2025-05-05 06:07:50,671 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 7:52:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 3.0248, loss: 3.0248 +2025-05-05 06:08:35,997 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 7:51:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.9780, loss: 2.9780 +2025-05-05 06:09:21,385 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 7:50:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 3.1081, loss: 3.1081 +2025-05-05 06:10:06,811 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 7:49:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.9106, loss: 2.9106 +2025-05-05 06:10:52,073 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 7:48:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 3.0330, loss: 3.0330 +2025-05-05 06:11:37,469 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 7:48:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 3.0429, loss: 3.0429 +2025-05-05 06:12:22,879 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 7:47:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.9909, loss: 2.9909 +2025-05-05 06:13:08,170 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 7:46:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.1320, loss: 3.1320 +2025-05-05 06:13:53,561 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 7:45:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 3.0457, loss: 3.0457 +2025-05-05 06:14:38,927 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 7:45:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.9002, loss: 2.9002 +2025-05-05 06:15:24,238 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 7:44:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.9315, loss: 2.9315 +2025-05-05 06:16:09,489 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 7:43:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.0174, loss: 3.0174 +2025-05-05 06:16:54,762 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 7:42:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.1298, loss: 3.1298 +2025-05-05 06:17:40,011 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 7:42:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.0083, loss: 3.0083 +2025-05-05 06:18:25,202 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 7:41:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.0336, loss: 3.0336 +2025-05-05 06:19:10,371 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 7:40:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0116, loss: 3.0116 +2025-05-05 06:19:55,511 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 7:39:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 3.1294, loss: 3.1294 +2025-05-05 06:20:40,678 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:38:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.1040, loss: 3.1040 +2025-05-05 06:21:25,926 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:38:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.1318, loss: 3.1318 +2025-05-05 06:21:28,611 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-05 06:25:36,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 06:25:37,274 - pyskl - INFO - +top1_acc 0.8319 +top5_acc 0.9684 +2025-05-05 06:25:37,331 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_73.pth was removed +2025-05-05 06:25:38,404 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-05-05 06:25:38,406 - pyskl - INFO - Best top1_acc is 0.8319 at 77 epoch. +2025-05-05 06:25:38,430 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8319, top5_acc: 0.9684 +2025-05-05 06:26:46,562 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:37:39, time: 0.681, data_time: 0.232, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.8866, loss: 2.8866 +2025-05-05 06:27:31,523 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:36:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.8825, loss: 2.8825 +2025-05-05 06:28:16,557 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:36:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.8733, loss: 2.8733 +2025-05-05 06:29:01,601 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:35:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 3.0194, loss: 3.0194 +2025-05-05 06:29:46,566 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:34:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.9830, loss: 2.9830 +2025-05-05 06:30:31,639 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:33:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.9062, loss: 2.9062 +2025-05-05 06:31:16,709 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:32:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.0848, loss: 3.0848 +2025-05-05 06:32:01,823 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:32:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 3.0140, loss: 3.0140 +2025-05-05 06:32:46,962 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:31:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.9450, loss: 2.9450 +2025-05-05 06:33:32,071 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:30:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.9426, loss: 2.9426 +2025-05-05 06:34:17,114 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:29:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9214, loss: 2.9214 +2025-05-05 06:35:02,127 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:29:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 3.0063, loss: 3.0063 +2025-05-05 06:35:47,160 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:28:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.9805, loss: 2.9805 +2025-05-05 06:36:32,254 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:27:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 3.0007, loss: 3.0007 +2025-05-05 06:37:17,347 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:26:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.9910, loss: 2.9910 +2025-05-05 06:38:02,526 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:26:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.1055, loss: 3.1055 +2025-05-05 06:38:47,781 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:25:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.9632, loss: 2.9632 +2025-05-05 06:39:33,062 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:24:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.0512, loss: 3.0512 +2025-05-05 06:40:18,339 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:23:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 3.0751, loss: 3.0751 +2025-05-05 06:41:03,602 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:22:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.9843, loss: 2.9843 +2025-05-05 06:41:49,005 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:22:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.0389, loss: 3.0389 +2025-05-05 06:42:34,161 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:21:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8989, loss: 2.8989 +2025-05-05 06:43:19,242 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:20:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.9609, loss: 2.9609 +2025-05-05 06:44:04,322 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:19:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.0302, loss: 3.0302 +2025-05-05 06:44:49,486 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:19:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.0103, loss: 3.0103 +2025-05-05 06:45:34,563 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:18:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.9599, loss: 2.9599 +2025-05-05 06:46:19,764 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:17:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.9954, loss: 2.9954 +2025-05-05 06:47:04,893 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:16:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 3.1151, loss: 3.1151 +2025-05-05 06:47:49,895 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:15:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.9466, loss: 2.9466 +2025-05-05 06:48:35,081 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:15:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 3.0051, loss: 3.0051 +2025-05-05 06:49:20,506 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:14:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.0188, loss: 3.0188 +2025-05-05 06:50:05,683 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:13:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.9762, loss: 2.9762 +2025-05-05 06:50:51,068 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:12:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.9532, loss: 2.9532 +2025-05-05 06:51:36,397 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:12:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.9454, loss: 2.9454 +2025-05-05 06:51:39,045 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-05 06:55:51,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 06:55:52,147 - pyskl - INFO - +top1_acc 0.8251 +top5_acc 0.9679 +2025-05-05 06:55:52,172 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.8251, top5_acc: 0.9679 +2025-05-05 06:57:00,465 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:11:36, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8640, loss: 2.8640 +2025-05-05 06:57:45,457 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:10:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9900, loss_cls: 2.9018, loss: 2.9018 +2025-05-05 06:58:30,570 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:10:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.9488, loss: 2.9488 +2025-05-05 06:59:15,659 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:09:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.8893, loss: 2.8893 +2025-05-05 07:00:00,758 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:08:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.9551, loss: 2.9551 +2025-05-05 07:00:45,891 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:07:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.7816, loss: 2.7816 +2025-05-05 07:01:31,076 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:06:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.9219, loss: 2.9219 +2025-05-05 07:02:16,198 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 7:06:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0671, loss: 3.0671 +2025-05-05 07:03:01,295 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 7:05:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 3.0612, loss: 3.0612 +2025-05-05 07:03:46,352 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 7:04:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8488, loss: 2.8488 +2025-05-05 07:04:31,543 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 7:03:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.9787, loss: 2.9787 +2025-05-05 07:05:16,611 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 7:03:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.9108, loss: 2.9108 +2025-05-05 07:06:01,921 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 7:02:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.9861, loss: 2.9861 +2025-05-05 07:06:47,268 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 7:01:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.9054, loss: 2.9054 +2025-05-05 07:07:32,440 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 7:00:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.9274, loss: 2.9274 +2025-05-05 07:08:17,595 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 6:59:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.0114, loss: 3.0114 +2025-05-05 07:09:03,014 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 6:59:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.9282, loss: 2.9282 +2025-05-05 07:09:48,470 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 6:58:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.0406, loss: 3.0406 +2025-05-05 07:10:33,632 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 6:57:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.0106, loss: 3.0106 +2025-05-05 07:11:18,826 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 6:56:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.9330, loss: 2.9330 +2025-05-05 07:12:04,177 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 6:56:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 3.1157, loss: 3.1157 +2025-05-05 07:12:49,402 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 6:55:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 3.0833, loss: 3.0833 +2025-05-05 07:13:34,580 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 6:54:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.9786, loss: 2.9786 +2025-05-05 07:14:19,720 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 6:53:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.0180, loss: 3.0180 +2025-05-05 07:15:04,925 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 6:53:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.9847, loss: 2.9847 +2025-05-05 07:15:49,996 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 6:52:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.9598, loss: 2.9598 +2025-05-05 07:16:35,001 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 6:51:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9509, loss: 2.9509 +2025-05-05 07:17:20,101 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 6:50:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0637, loss: 3.0637 +2025-05-05 07:18:05,115 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 6:49:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.1318, loss: 3.1318 +2025-05-05 07:18:50,178 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 6:49:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.0684, loss: 3.0684 +2025-05-05 07:19:35,240 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 6:48:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 2.9970, loss: 2.9970 +2025-05-05 07:20:20,297 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 6:47:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9478, loss: 2.9478 +2025-05-05 07:21:05,480 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 6:46:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.9621, loss: 2.9621 +2025-05-05 07:21:50,431 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 6:46:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8834, loss: 2.8834 +2025-05-05 07:21:53,087 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-05 07:26:01,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 07:26:01,611 - pyskl - INFO - +top1_acc 0.8301 +top5_acc 0.9697 +2025-05-05 07:26:01,636 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.8301, top5_acc: 0.9697 +2025-05-05 07:27:09,511 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 6:45:34, time: 0.679, data_time: 0.229, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.8101, loss: 2.8101 +2025-05-05 07:27:54,658 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 6:44:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.8868, loss: 2.8868 +2025-05-05 07:28:39,819 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 6:44:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.7444, loss: 2.7444 +2025-05-05 07:29:24,939 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 6:43:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8750, loss: 2.8750 +2025-05-05 07:30:10,099 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 6:42:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.0010, loss: 3.0010 +2025-05-05 07:30:55,272 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 6:41:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.9269, loss: 2.9269 +2025-05-05 07:31:40,468 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 6:40:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.7982, loss: 2.7982 +2025-05-05 07:32:25,592 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:40:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.7831, loss: 2.7831 +2025-05-05 07:33:10,817 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:39:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 3.0269, loss: 3.0269 +2025-05-05 07:33:55,964 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:38:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.9410, loss: 2.9410 +2025-05-05 07:34:41,007 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:37:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.9432, loss: 2.9432 +2025-05-05 07:35:26,094 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:37:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.0050, loss: 3.0050 +2025-05-05 07:36:11,255 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:36:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.8940, loss: 2.8940 +2025-05-05 07:36:56,531 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:35:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.9353, loss: 2.9353 +2025-05-05 07:37:41,707 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:34:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 2.8876, loss: 2.8876 +2025-05-05 07:38:26,900 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:33:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.9602, loss: 2.9602 +2025-05-05 07:39:12,072 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:33:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.8232, loss: 2.8232 +2025-05-05 07:39:57,369 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:32:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.9656, loss: 2.9656 +2025-05-05 07:40:42,756 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:31:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.9359, loss: 2.9359 +2025-05-05 07:41:28,036 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:30:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9438, loss: 2.9438 +2025-05-05 07:42:13,234 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:30:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 3.0419, loss: 3.0419 +2025-05-05 07:42:58,465 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:29:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.9871, loss: 2.9871 +2025-05-05 07:43:43,768 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:28:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 3.0173, loss: 3.0173 +2025-05-05 07:44:28,956 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:27:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.9805, loss: 2.9805 +2025-05-05 07:45:14,257 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:27:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.0036, loss: 3.0036 +2025-05-05 07:45:59,474 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:26:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.9746, loss: 2.9746 +2025-05-05 07:46:44,780 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:25:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.9575, loss: 2.9575 +2025-05-05 07:47:29,971 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:24:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9401, loss: 2.9401 +2025-05-05 07:48:15,224 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:23:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.9993, loss: 2.9993 +2025-05-05 07:49:00,492 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:23:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.1033, loss: 3.1033 +2025-05-05 07:49:45,938 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:22:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9600, loss: 2.9600 +2025-05-05 07:50:31,294 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:21:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.9562, loss: 2.9562 +2025-05-05 07:51:16,514 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:20:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 3.0166, loss: 3.0166 +2025-05-05 07:52:01,713 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:20:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.9878, loss: 2.9878 +2025-05-05 07:52:04,430 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-05 07:56:12,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 07:56:13,008 - pyskl - INFO - +top1_acc 0.8296 +top5_acc 0.9682 +2025-05-05 07:56:13,031 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8296, top5_acc: 0.9682 +2025-05-05 07:57:21,672 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:19:34, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.8663, loss: 2.8663 +2025-05-05 07:58:06,811 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:18:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.8509, loss: 2.8509 +2025-05-05 07:58:52,027 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:18:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.7710, loss: 2.7710 +2025-05-05 07:59:37,169 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:17:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8573, loss: 2.8573 +2025-05-05 08:00:22,315 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:16:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.8495, loss: 2.8495 +2025-05-05 08:01:07,602 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:15:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.9095, loss: 2.9095 +2025-05-05 08:01:52,900 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:14:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.8901, loss: 2.8901 +2025-05-05 08:02:38,119 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:14:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.9634, loss: 2.9634 +2025-05-05 08:03:23,313 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:13:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.9634, loss: 2.9634 +2025-05-05 08:04:08,521 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:12:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.8884, loss: 2.8884 +2025-05-05 08:04:53,794 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:11:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.9470, loss: 2.9470 +2025-05-05 08:05:38,996 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:11:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.8735, loss: 2.8735 +2025-05-05 08:06:24,372 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:10:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.9120, loss: 2.9120 +2025-05-05 08:07:09,637 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:09:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.9870, loss: 2.9870 +2025-05-05 08:07:54,949 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:08:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.9347, loss: 2.9347 +2025-05-05 08:08:40,175 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:07:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.9577, loss: 2.9577 +2025-05-05 08:09:25,302 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:07:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.8996, loss: 2.8996 +2025-05-05 08:10:10,619 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 6:06:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.9037, loss: 2.9037 +2025-05-05 08:10:55,928 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 6:05:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.9501, loss: 2.9501 +2025-05-05 08:11:41,176 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 6:04:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8756, loss: 2.8756 +2025-05-05 08:12:26,343 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 6:04:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.9447, loss: 2.9447 +2025-05-05 08:13:11,562 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 6:03:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.9085, loss: 2.9085 +2025-05-05 08:13:56,795 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 6:02:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.9659, loss: 2.9659 +2025-05-05 08:14:41,952 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 6:01:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9894, loss_cls: 3.0496, loss: 3.0496 +2025-05-05 08:15:27,230 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 6:01:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.9442, loss: 2.9442 +2025-05-05 08:16:12,371 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 6:00:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 3.0088, loss: 3.0088 +2025-05-05 08:16:57,474 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 5:59:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.9628, loss: 2.9628 +2025-05-05 08:17:42,581 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 5:58:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.8717, loss: 2.8717 +2025-05-05 08:18:27,618 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 5:57:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.9387, loss: 2.9387 +2025-05-05 08:19:12,823 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 5:57:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 3.0372, loss: 3.0372 +2025-05-05 08:19:57,994 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 5:56:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.8104, loss: 2.8104 +2025-05-05 08:20:43,201 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 5:55:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.9517, loss: 2.9517 +2025-05-05 08:21:28,388 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 5:54:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.0175, loss: 3.0175 +2025-05-05 08:22:13,574 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 5:54:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.9433, loss: 2.9433 +2025-05-05 08:22:16,224 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-05 08:26:28,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 08:26:28,964 - pyskl - INFO - +top1_acc 0.8379 +top5_acc 0.9700 +2025-05-05 08:26:29,021 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_77.pth was removed +2025-05-05 08:26:30,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2025-05-05 08:26:30,114 - pyskl - INFO - Best top1_acc is 0.8379 at 81 epoch. +2025-05-05 08:26:30,137 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8379, top5_acc: 0.9700 +2025-05-05 08:27:38,574 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 5:53:34, time: 0.684, data_time: 0.232, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.7495, loss: 2.7495 +2025-05-05 08:28:23,749 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 5:52:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 2.8496, loss: 2.8496 +2025-05-05 08:29:08,934 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 5:52:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.8514, loss: 2.8514 +2025-05-05 08:29:54,315 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 5:51:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.7623, loss: 2.7623 +2025-05-05 08:30:39,463 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 5:50:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.9379, loss: 2.9379 +2025-05-05 08:31:24,566 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 5:49:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.8147, loss: 2.8147 +2025-05-05 08:32:09,783 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 5:48:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 2.9227, loss: 2.9227 +2025-05-05 08:32:54,899 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 5:48:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.8372, loss: 2.8372 +2025-05-05 08:33:40,354 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 5:47:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.8779, loss: 2.8779 +2025-05-05 08:34:25,715 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 5:46:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.9063, loss: 2.9063 +2025-05-05 08:35:11,003 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 5:45:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.6996, loss: 2.6996 +2025-05-05 08:35:56,358 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 5:45:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.9561, loss: 2.9561 +2025-05-05 08:36:41,597 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 5:44:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 2.9714, loss: 2.9714 +2025-05-05 08:37:26,816 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 5:43:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 3.0213, loss: 3.0213 +2025-05-05 08:38:11,949 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 5:42:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.8846, loss: 2.8846 +2025-05-05 08:38:57,157 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 5:41:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.9154, loss: 2.9154 +2025-05-05 08:39:42,469 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 5:41:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.9039, loss: 2.9039 +2025-05-05 08:40:27,518 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:40:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.9398, loss: 2.9398 +2025-05-05 08:41:12,635 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:39:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.8452, loss: 2.8452 +2025-05-05 08:41:57,657 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:38:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.9018, loss: 2.9018 +2025-05-05 08:42:42,738 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:38:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9775, loss_cls: 2.9165, loss: 2.9165 +2025-05-05 08:43:27,914 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:37:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.9479, loss: 2.9479 +2025-05-05 08:44:13,033 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:36:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 3.0279, loss: 3.0279 +2025-05-05 08:44:58,198 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:35:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9291, loss: 2.9291 +2025-05-05 08:45:43,421 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:35:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.9208, loss: 2.9208 +2025-05-05 08:46:28,345 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:34:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.0034, loss: 3.0034 +2025-05-05 08:47:13,375 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:33:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 3.0033, loss: 3.0033 +2025-05-05 08:47:58,588 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:32:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.9121, loss: 2.9121 +2025-05-05 08:48:43,632 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:31:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8918, loss: 2.8918 +2025-05-05 08:49:28,770 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:31:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9116, loss: 2.9116 +2025-05-05 08:50:13,870 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:30:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.8576, loss: 2.8576 +2025-05-05 08:50:58,949 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:29:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 3.0050, loss: 3.0050 +2025-05-05 08:51:44,075 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:28:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.8300, loss: 2.8300 +2025-05-05 08:52:29,217 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:28:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.8420, loss: 2.8420 +2025-05-05 08:52:31,916 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-05 08:56:40,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 08:56:40,791 - pyskl - INFO - +top1_acc 0.8226 +top5_acc 0.9646 +2025-05-05 08:56:40,812 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8226, top5_acc: 0.9646 +2025-05-05 08:57:49,294 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:27:32, time: 0.685, data_time: 0.233, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.7819, loss: 2.7819 +2025-05-05 08:58:34,450 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:26:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.8879, loss: 2.8879 +2025-05-05 08:59:19,619 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:26:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.9228, loss: 2.9228 +2025-05-05 09:00:04,967 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:25:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.8705, loss: 2.8705 +2025-05-05 09:00:50,200 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:24:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.9158, loss: 2.9158 +2025-05-05 09:01:35,430 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:23:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.8334, loss: 2.8334 +2025-05-05 09:02:20,766 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:22:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.8338, loss: 2.8338 +2025-05-05 09:03:06,029 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:22:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.7970, loss: 2.7970 +2025-05-05 09:03:51,414 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:21:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.9076, loss: 2.9076 +2025-05-05 09:04:36,648 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:20:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.8362, loss: 2.8362 +2025-05-05 09:05:21,731 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:19:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.9095, loss: 2.9095 +2025-05-05 09:06:06,879 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:19:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.9122, loss: 2.9122 +2025-05-05 09:06:52,024 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:18:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.8294, loss: 2.8294 +2025-05-05 09:07:37,172 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:17:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.9502, loss: 2.9502 +2025-05-05 09:08:22,437 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:16:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 3.0164, loss: 3.0164 +2025-05-05 09:09:07,654 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:15:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7195, loss: 2.7195 +2025-05-05 09:09:52,885 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:15:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.7506, loss: 2.7506 +2025-05-05 09:10:38,066 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:14:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.9629, loss: 2.9629 +2025-05-05 09:11:23,183 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:13:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8929, loss: 2.8929 +2025-05-05 09:12:08,440 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:12:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.9066, loss: 2.9066 +2025-05-05 09:12:53,622 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:12:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.9065, loss: 2.9065 +2025-05-05 09:13:38,807 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:11:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.8615, loss: 2.8615 +2025-05-05 09:14:24,107 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:10:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9850, loss: 2.9850 +2025-05-05 09:15:09,421 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:09:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.8403, loss: 2.8403 +2025-05-05 09:15:54,680 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:09:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8943, loss: 2.8943 +2025-05-05 09:16:39,802 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:08:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.7661, loss: 2.7661 +2025-05-05 09:17:24,923 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:07:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.8903, loss: 2.8903 +2025-05-05 09:18:10,190 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 5:06:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 3.1155, loss: 3.1155 +2025-05-05 09:18:55,399 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 5:05:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9374, loss: 2.9374 +2025-05-05 09:19:40,521 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 5:05:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9396, loss: 2.9396 +2025-05-05 09:20:25,642 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 5:04:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.0295, loss: 3.0295 +2025-05-05 09:21:10,764 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 5:03:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.9585, loss: 2.9585 +2025-05-05 09:21:55,958 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 5:02:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.9064, loss: 2.9064 +2025-05-05 09:22:41,106 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 5:02:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.0072, loss: 3.0072 +2025-05-05 09:22:43,825 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-05 09:26:55,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 09:26:56,272 - pyskl - INFO - +top1_acc 0.8455 +top5_acc 0.9715 +2025-05-05 09:26:56,335 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_81.pth was removed +2025-05-05 09:26:57,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-05-05 09:26:57,460 - pyskl - INFO - Best top1_acc is 0.8455 at 83 epoch. +2025-05-05 09:26:57,484 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8455, top5_acc: 0.9715 +2025-05-05 09:28:06,298 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 5:01:32, time: 0.688, data_time: 0.235, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.7037, loss: 2.7037 +2025-05-05 09:28:51,543 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 5:00:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.7716, loss: 2.7716 +2025-05-05 09:29:36,729 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 5:00:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7354, loss: 2.7354 +2025-05-05 09:30:21,950 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 4:59:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.8580, loss: 2.8580 +2025-05-05 09:31:07,171 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 4:58:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.7490, loss: 2.7490 +2025-05-05 09:31:52,432 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 4:57:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.8593, loss: 2.8593 +2025-05-05 09:32:37,605 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 4:56:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.7549, loss: 2.7549 +2025-05-05 09:33:22,939 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 4:56:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.7590, loss: 2.7590 +2025-05-05 09:34:08,153 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 4:55:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.8811, loss: 2.8811 +2025-05-05 09:34:53,335 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 4:54:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.8481, loss: 2.8481 +2025-05-05 09:35:38,468 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 4:53:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.7562, loss: 2.7562 +2025-05-05 09:36:23,730 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 4:53:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.8012, loss: 2.8012 +2025-05-05 09:37:08,974 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 4:52:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.7459, loss: 2.7459 +2025-05-05 09:37:54,143 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 4:51:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.9428, loss: 2.9428 +2025-05-05 09:38:39,378 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 4:50:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.9478, loss: 2.9478 +2025-05-05 09:39:24,538 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 4:49:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.8411, loss: 2.8411 +2025-05-05 09:40:09,747 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 4:49:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 2.9827, loss: 2.9827 +2025-05-05 09:40:55,019 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 4:48:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8295, loss: 2.8295 +2025-05-05 09:41:40,197 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 4:47:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.8328, loss: 2.8328 +2025-05-05 09:42:25,390 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 4:46:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.0446, loss: 3.0446 +2025-05-05 09:43:10,714 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 4:46:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.8292, loss: 2.8292 +2025-05-05 09:43:55,968 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 4:45:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.9801, loss: 2.9801 +2025-05-05 09:44:41,147 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 4:44:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 3.0028, loss: 3.0028 +2025-05-05 09:45:26,295 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 4:43:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.9175, loss: 2.9175 +2025-05-05 09:46:11,448 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 4:43:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.9428, loss: 2.9428 +2025-05-05 09:46:56,876 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 4:42:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.9002, loss: 2.9002 +2025-05-05 09:47:42,426 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:41:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.9117, loss: 2.9117 +2025-05-05 09:48:27,794 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:40:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.8614, loss: 2.8614 +2025-05-05 09:49:12,971 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:39:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.8151, loss: 2.8151 +2025-05-05 09:49:58,098 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:39:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.8664, loss: 2.8664 +2025-05-05 09:50:43,273 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:38:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.9575, loss: 2.9575 +2025-05-05 09:51:28,756 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:37:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.9225, loss: 2.9225 +2025-05-05 09:52:13,987 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:36:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9000, loss: 2.9000 +2025-05-05 09:52:59,269 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:36:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9659, loss: 2.9659 +2025-05-05 09:53:01,970 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-05 09:57:10,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 09:57:10,718 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9708 +2025-05-05 09:57:10,742 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8337, top5_acc: 0.9708 +2025-05-05 09:58:18,886 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:35:33, time: 0.681, data_time: 0.229, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.8561, loss: 2.8561 +2025-05-05 09:59:04,136 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:34:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.7559, loss: 2.7559 +2025-05-05 09:59:49,356 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:34:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.9020, loss: 2.9020 +2025-05-05 10:00:34,741 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:33:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.7800, loss: 2.7800 +2025-05-05 10:01:19,968 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:32:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.7744, loss: 2.7744 +2025-05-05 10:02:05,236 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:31:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.8180, loss: 2.8180 +2025-05-05 10:02:50,531 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:30:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.8188, loss: 2.8188 +2025-05-05 10:03:35,799 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:30:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.8139, loss: 2.8139 +2025-05-05 10:04:21,211 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:29:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9850, loss_cls: 2.6883, loss: 2.6883 +2025-05-05 10:05:06,655 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:28:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7574, loss: 2.7574 +2025-05-05 10:05:51,935 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:27:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.8978, loss: 2.8978 +2025-05-05 10:06:37,249 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:27:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.8186, loss: 2.8186 +2025-05-05 10:07:22,608 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:26:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.8362, loss: 2.8362 +2025-05-05 10:08:07,817 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:25:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.8865, loss: 2.8865 +2025-05-05 10:08:53,135 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:24:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.9177, loss: 2.9177 +2025-05-05 10:09:38,361 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:23:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.9422, loss: 2.9422 +2025-05-05 10:10:23,656 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:23:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.8449, loss: 2.8449 +2025-05-05 10:11:08,950 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:22:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.9670, loss: 2.9670 +2025-05-05 10:11:54,323 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:21:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.8188, loss: 2.8188 +2025-05-05 10:12:39,614 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:20:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.8114, loss: 2.8114 +2025-05-05 10:13:24,903 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:20:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.8262, loss: 2.8262 +2025-05-05 10:14:10,114 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:19:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8922, loss: 2.8922 +2025-05-05 10:14:55,372 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:18:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.8849, loss: 2.8849 +2025-05-05 10:15:40,701 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:17:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.9005, loss: 2.9005 +2025-05-05 10:16:26,068 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:17:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.8154, loss: 2.8154 +2025-05-05 10:17:11,355 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:16:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.8897, loss: 2.8897 +2025-05-05 10:17:56,621 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:15:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.9939, loss: 2.9939 +2025-05-05 10:18:41,834 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:14:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8861, loss: 2.8861 +2025-05-05 10:19:26,992 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:13:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.8102, loss: 2.8102 +2025-05-05 10:20:12,185 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:13:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.7509, loss: 2.7509 +2025-05-05 10:20:57,450 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:12:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.9234, loss: 2.9234 +2025-05-05 10:21:42,652 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:11:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.8425, loss: 2.8425 +2025-05-05 10:22:27,799 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:10:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.7608, loss: 2.7608 +2025-05-05 10:23:12,951 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:10:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9671, loss: 2.9671 +2025-05-05 10:23:15,586 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-05 10:27:24,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 10:27:24,818 - pyskl - INFO - +top1_acc 0.8321 +top5_acc 0.9662 +2025-05-05 10:27:24,842 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8321, top5_acc: 0.9662 +2025-05-05 10:28:33,110 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:09:34, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.6835, loss: 2.6835 +2025-05-05 10:29:18,223 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:08:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.7625, loss: 2.7625 +2025-05-05 10:30:03,491 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:08:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7564, loss: 2.7564 +2025-05-05 10:30:48,726 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:07:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.5923, loss: 2.5923 +2025-05-05 10:31:34,050 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 4:06:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7369, loss: 2.7369 +2025-05-05 10:32:19,416 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 4:05:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.8619, loss: 2.8619 +2025-05-05 10:33:04,797 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 4:04:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.6810, loss: 2.6810 +2025-05-05 10:33:50,163 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 4:04:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.7550, loss: 2.7550 +2025-05-05 10:34:35,520 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 4:03:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.7670, loss: 2.7670 +2025-05-05 10:35:20,930 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 4:02:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.8600, loss: 2.8600 +2025-05-05 10:36:06,276 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 4:01:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.7811, loss: 2.7811 +2025-05-05 10:36:51,632 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 4:01:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.9176, loss: 2.9176 +2025-05-05 10:37:37,068 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 4:00:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.8665, loss: 2.8665 +2025-05-05 10:38:22,298 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:59:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.7742, loss: 2.7742 +2025-05-05 10:39:07,515 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 3:58:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.6882, loss: 2.6882 +2025-05-05 10:39:52,714 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 3:58:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.8534, loss: 2.8534 +2025-05-05 10:40:37,873 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 3:57:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.9028, loss: 2.9028 +2025-05-05 10:41:23,065 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 3:56:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.8956, loss: 2.8956 +2025-05-05 10:42:08,331 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 3:55:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.7531, loss: 2.7531 +2025-05-05 10:42:53,451 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 3:54:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8610, loss: 2.8610 +2025-05-05 10:43:38,570 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 3:54:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.8905, loss: 2.8905 +2025-05-05 10:44:23,649 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 3:53:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.7134, loss: 2.7134 +2025-05-05 10:45:08,625 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 3:52:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.8540, loss: 2.8540 +2025-05-05 10:45:53,850 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 3:51:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.8144, loss: 2.8144 +2025-05-05 10:46:39,017 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 3:51:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.7795, loss: 2.7795 +2025-05-05 10:47:24,199 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 3:50:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9821, loss: 2.9821 +2025-05-05 10:48:09,334 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 3:49:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.8662, loss: 2.8662 +2025-05-05 10:48:54,358 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 3:48:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.9338, loss: 2.9338 +2025-05-05 10:49:39,448 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 3:47:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.8404, loss: 2.8404 +2025-05-05 10:50:24,695 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 3:47:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7522, loss: 2.7522 +2025-05-05 10:51:09,781 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 3:46:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.0324, loss: 3.0324 +2025-05-05 10:51:54,892 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 3:45:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.8316, loss: 2.8316 +2025-05-05 10:52:39,980 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 3:44:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.8151, loss: 2.8151 +2025-05-05 10:53:25,040 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 3:44:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.8478, loss: 2.8478 +2025-05-05 10:53:27,716 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-05 10:57:35,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 10:57:36,266 - pyskl - INFO - +top1_acc 0.8262 +top5_acc 0.9642 +2025-05-05 10:57:36,289 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8262, top5_acc: 0.9642 +2025-05-05 10:58:44,455 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 3:43:33, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.7522, loss: 2.7522 +2025-05-05 10:59:29,639 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 3:42:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.7351, loss: 2.7351 +2025-05-05 11:00:14,896 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:42:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.8351, loss: 2.8351 +2025-05-05 11:01:00,061 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:41:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.6410, loss: 2.6410 +2025-05-05 11:01:45,242 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:40:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.7273, loss: 2.7273 +2025-05-05 11:02:30,386 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:39:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.7078, loss: 2.7078 +2025-05-05 11:03:15,511 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:38:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.6954, loss: 2.6954 +2025-05-05 11:04:00,739 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:38:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.7361, loss: 2.7361 +2025-05-05 11:04:45,847 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:37:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.6307, loss: 2.6307 +2025-05-05 11:05:30,915 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:36:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.8424, loss: 2.8424 +2025-05-05 11:06:16,135 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:35:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.7920, loss: 2.7920 +2025-05-05 11:07:01,256 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:35:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.8847, loss: 2.8847 +2025-05-05 11:07:46,342 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:34:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.7465, loss: 2.7465 +2025-05-05 11:08:31,498 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:33:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.6512, loss: 2.6512 +2025-05-05 11:09:16,605 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:32:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.8037, loss: 2.8037 +2025-05-05 11:10:01,772 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:31:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.7735, loss: 2.7735 +2025-05-05 11:10:46,975 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:31:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.8592, loss: 2.8592 +2025-05-05 11:11:32,159 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:30:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.9127, loss: 2.9127 +2025-05-05 11:12:17,347 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:29:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.7973, loss: 2.7973 +2025-05-05 11:13:02,578 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:28:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.9479, loss: 2.9479 +2025-05-05 11:13:47,821 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:28:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.9369, loss: 2.9369 +2025-05-05 11:14:33,111 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:27:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 2.6335, loss: 2.6335 +2025-05-05 11:15:18,426 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:26:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8144, loss: 2.8144 +2025-05-05 11:16:03,604 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:25:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9931, loss_cls: 2.7842, loss: 2.7842 +2025-05-05 11:16:48,820 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:25:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.8845, loss: 2.8845 +2025-05-05 11:17:33,979 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:24:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9906, loss_cls: 2.8382, loss: 2.8382 +2025-05-05 11:18:19,206 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:23:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.8739, loss: 2.8739 +2025-05-05 11:19:04,551 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:22:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8101, loss: 2.8101 +2025-05-05 11:19:49,919 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:21:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7779, loss: 2.7779 +2025-05-05 11:20:35,318 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:21:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.8561, loss: 2.8561 +2025-05-05 11:21:20,662 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:20:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.8186, loss: 2.8186 +2025-05-05 11:22:05,932 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:19:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.8149, loss: 2.8149 +2025-05-05 11:22:51,097 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:18:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.7490, loss: 2.7490 +2025-05-05 11:23:36,212 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:18:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.8638, loss: 2.8638 +2025-05-05 11:23:38,894 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-05 11:27:50,922 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 11:27:51,475 - pyskl - INFO - +top1_acc 0.8389 +top5_acc 0.9711 +2025-05-05 11:27:51,500 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8389, top5_acc: 0.9711 +2025-05-05 11:29:00,498 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:17:33, time: 0.690, data_time: 0.237, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.8319, loss: 2.8319 +2025-05-05 11:29:45,842 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:16:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.7051, loss: 2.7051 +2025-05-05 11:30:31,239 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:16:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.6642, loss: 2.6642 +2025-05-05 11:31:16,511 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:15:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.7638, loss: 2.7638 +2025-05-05 11:32:01,746 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:14:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.6658, loss: 2.6658 +2025-05-05 11:32:47,064 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:13:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.7107, loss: 2.7107 +2025-05-05 11:33:32,413 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:12:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.7182, loss: 2.7182 +2025-05-05 11:34:17,799 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:12:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.7545, loss: 2.7545 +2025-05-05 11:35:03,287 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:11:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.6958, loss: 2.6958 +2025-05-05 11:35:48,583 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:10:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.7359, loss: 2.7359 +2025-05-05 11:36:33,915 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:09:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 2.7512, loss: 2.7512 +2025-05-05 11:37:19,379 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:09:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.7610, loss: 2.7610 +2025-05-05 11:38:04,637 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:08:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.7772, loss: 2.7772 +2025-05-05 11:38:49,890 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:07:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.8173, loss: 2.8173 +2025-05-05 11:39:35,146 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 3:06:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.7909, loss: 2.7909 +2025-05-05 11:40:20,317 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 3:06:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.9042, loss: 2.9042 +2025-05-05 11:41:05,672 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 3:05:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.8462, loss: 2.8462 +2025-05-05 11:41:51,136 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 3:04:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6117, loss: 2.6117 +2025-05-05 11:42:36,639 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 3:03:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.7835, loss: 2.7835 +2025-05-05 11:43:21,904 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 3:02:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.8048, loss: 2.8048 +2025-05-05 11:44:07,116 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 3:02:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.7120, loss: 2.7120 +2025-05-05 11:44:52,354 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 3:01:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.7497, loss: 2.7497 +2025-05-05 11:45:37,203 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 3:00:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.8342, loss: 2.8342 +2025-05-05 11:46:22,240 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:59:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.8500, loss: 2.8500 +2025-05-05 11:47:07,071 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:59:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.8359, loss: 2.8359 +2025-05-05 11:47:52,134 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:58:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.7160, loss: 2.7160 +2025-05-05 11:48:37,279 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:57:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.9003, loss: 2.9003 +2025-05-05 11:49:22,403 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 2:56:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.8682, loss: 2.8682 +2025-05-05 11:50:07,564 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 2:55:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.8575, loss: 2.8575 +2025-05-05 11:50:52,692 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 2:55:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.7775, loss: 2.7775 +2025-05-05 11:51:37,774 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 2:54:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.7880, loss: 2.7880 +2025-05-05 11:52:22,882 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 2:53:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.8347, loss: 2.8347 +2025-05-05 11:53:08,035 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 2:52:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9919, loss_cls: 2.8179, loss: 2.8179 +2025-05-05 11:53:53,192 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 2:52:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.8253, loss: 2.8253 +2025-05-05 11:53:55,905 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-05 11:58:04,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 11:58:05,059 - pyskl - INFO - +top1_acc 0.8270 +top5_acc 0.9682 +2025-05-05 11:58:05,081 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8270, top5_acc: 0.9682 +2025-05-05 11:59:13,375 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 2:51:34, time: 0.683, data_time: 0.230, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.7468, loss: 2.7468 +2025-05-05 11:59:58,863 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 2:50:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.7093, loss: 2.7093 +2025-05-05 12:00:44,422 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 2:50:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5719, loss: 2.5719 +2025-05-05 12:01:29,689 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 2:49:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6429, loss: 2.6429 +2025-05-05 12:02:14,976 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 2:48:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7497, loss: 2.7497 +2025-05-05 12:03:00,260 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 2:47:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6960, loss: 2.6960 +2025-05-05 12:03:45,392 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 2:46:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.6533, loss: 2.6533 +2025-05-05 12:04:30,574 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 2:46:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.7964, loss: 2.7964 +2025-05-05 12:05:15,742 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 2:45:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.7962, loss: 2.7962 +2025-05-05 12:06:00,911 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 2:44:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.6682, loss: 2.6682 +2025-05-05 12:06:46,109 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 2:43:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6812, loss: 2.6812 +2025-05-05 12:07:31,272 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:43:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.7125, loss: 2.7125 +2025-05-05 12:08:16,368 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:42:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.7024, loss: 2.7024 +2025-05-05 12:09:01,468 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:41:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.6715, loss: 2.6715 +2025-05-05 12:09:46,518 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:40:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.8018, loss: 2.8018 +2025-05-05 12:10:31,683 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:40:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.6879, loss: 2.6879 +2025-05-05 12:11:16,775 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:39:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.6726, loss: 2.6726 +2025-05-05 12:12:01,948 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:38:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8248, loss: 2.8248 +2025-05-05 12:12:47,254 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:37:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.7728, loss: 2.7728 +2025-05-05 12:13:32,460 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:36:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.7489, loss: 2.7489 +2025-05-05 12:14:17,909 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:36:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.9906, loss: 2.9906 +2025-05-05 12:15:03,475 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:35:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8160, loss: 2.8160 +2025-05-05 12:15:48,894 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:34:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7556, loss: 2.7556 +2025-05-05 12:16:34,238 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:33:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.8294, loss: 2.8294 +2025-05-05 12:17:19,399 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:33:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.6819, loss: 2.6819 +2025-05-05 12:18:04,697 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:32:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.8017, loss: 2.8017 +2025-05-05 12:18:49,876 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:31:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.8296, loss: 2.8296 +2025-05-05 12:19:35,091 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:30:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8887, loss: 2.8887 +2025-05-05 12:20:20,395 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:29:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9925, loss_cls: 2.7713, loss: 2.7713 +2025-05-05 12:21:05,547 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:29:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.8395, loss: 2.8395 +2025-05-05 12:21:50,790 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:28:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.7952, loss: 2.7952 +2025-05-05 12:22:35,892 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:27:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.8143, loss: 2.8143 +2025-05-05 12:23:21,290 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:26:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.6845, loss: 2.6845 +2025-05-05 12:24:06,755 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:26:08, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.7346, loss: 2.7346 +2025-05-05 12:24:09,460 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-05 12:28:17,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 12:28:17,893 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9670 +2025-05-05 12:28:17,917 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8207, top5_acc: 0.9670 +2025-05-05 12:29:27,471 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:25:35, time: 0.695, data_time: 0.241, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.6394, loss: 2.6394 +2025-05-05 12:30:12,703 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:24:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.5670, loss: 2.5670 +2025-05-05 12:30:57,914 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:24:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.6559, loss: 2.6559 +2025-05-05 12:31:43,223 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:23:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.7422, loss: 2.7422 +2025-05-05 12:32:28,474 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:22:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.6632, loss: 2.6632 +2025-05-05 12:33:13,786 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:21:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.8432, loss: 2.8432 +2025-05-05 12:33:59,042 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:20:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.7728, loss: 2.7728 +2025-05-05 12:34:44,260 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:20:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.5818, loss: 2.5818 +2025-05-05 12:35:29,460 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:19:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7110, loss: 2.7110 +2025-05-05 12:36:14,638 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:18:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.8136, loss: 2.8136 +2025-05-05 12:36:59,802 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:17:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.7228, loss: 2.7228 +2025-05-05 12:37:44,954 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:17:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.6323, loss: 2.6323 +2025-05-05 12:38:30,043 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:16:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.6576, loss: 2.6576 +2025-05-05 12:39:15,161 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:15:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.7693, loss: 2.7693 +2025-05-05 12:40:00,368 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:14:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.5823, loss: 2.5823 +2025-05-05 12:40:45,517 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:14:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.7410, loss: 2.7410 +2025-05-05 12:41:30,761 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:13:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.8223, loss: 2.8223 +2025-05-05 12:42:15,934 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:12:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.6652, loss: 2.6652 +2025-05-05 12:43:01,125 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:11:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.6701, loss: 2.6701 +2025-05-05 12:43:46,439 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:10:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.8313, loss: 2.8313 +2025-05-05 12:44:31,803 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:10:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.6896, loss: 2.6896 +2025-05-05 12:45:16,987 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:09:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.8629, loss: 2.8629 +2025-05-05 12:46:02,121 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:08:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.8201, loss: 2.8201 +2025-05-05 12:46:47,367 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:07:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.6946, loss: 2.6946 +2025-05-05 12:47:32,591 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:07:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.6894, loss: 2.6894 +2025-05-05 12:48:17,752 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 2:06:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.7528, loss: 2.7528 +2025-05-05 12:49:02,983 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 2:05:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.7604, loss: 2.7604 +2025-05-05 12:49:48,314 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 2:04:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.7103, loss: 2.7103 +2025-05-05 12:50:33,474 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 2:04:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.7604, loss: 2.7604 +2025-05-05 12:51:18,769 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 2:03:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.8660, loss: 2.8660 +2025-05-05 12:52:03,984 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 2:02:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7441, loss: 2.7441 +2025-05-05 12:52:49,165 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 2:01:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.7853, loss: 2.7853 +2025-05-05 12:53:34,258 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 2:00:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9925, loss_cls: 2.7964, loss: 2.7964 +2025-05-05 12:54:19,475 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 2:00:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.8142, loss: 2.8142 +2025-05-05 12:54:22,147 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-05 12:58:34,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 12:58:34,994 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9735 +2025-05-05 12:58:35,021 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8407, top5_acc: 0.9735 +2025-05-05 12:59:43,920 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:59:35, time: 0.689, data_time: 0.238, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.6827, loss: 2.6827 +2025-05-05 13:00:29,261 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:58:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6525, loss: 2.6525 +2025-05-05 13:01:14,633 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:58:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.6197, loss: 2.6197 +2025-05-05 13:02:00,117 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:57:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.5850, loss: 2.5850 +2025-05-05 13:02:45,405 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:56:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.6290, loss: 2.6290 +2025-05-05 13:03:30,517 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:55:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.7559, loss: 2.7559 +2025-05-05 13:04:15,665 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:54:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 2.5670, loss: 2.5670 +2025-05-05 13:05:00,924 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 1:54:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6585, loss: 2.6585 +2025-05-05 13:05:46,223 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 1:53:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6759, loss: 2.6759 +2025-05-05 13:06:31,596 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 1:52:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.7105, loss: 2.7105 +2025-05-05 13:07:16,867 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 1:51:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.6945, loss: 2.6945 +2025-05-05 13:08:02,166 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 1:51:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.7173, loss: 2.7173 +2025-05-05 13:08:47,418 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 1:50:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.6565, loss: 2.6565 +2025-05-05 13:09:32,548 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 1:49:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7098, loss: 2.7098 +2025-05-05 13:10:17,803 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 1:48:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.7334, loss: 2.7334 +2025-05-05 13:11:02,944 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 1:48:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.7353, loss: 2.7353 +2025-05-05 13:11:48,055 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 1:47:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.7866, loss: 2.7866 +2025-05-05 13:12:33,289 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 1:46:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7561, loss: 2.7561 +2025-05-05 13:13:18,553 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 1:45:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.7055, loss: 2.7055 +2025-05-05 13:14:03,739 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 1:44:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.7416, loss: 2.7416 +2025-05-05 13:14:49,023 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 1:44:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.7167, loss: 2.7167 +2025-05-05 13:15:34,085 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:43:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.6333, loss: 2.6333 +2025-05-05 13:16:19,245 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:42:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.6326, loss: 2.6326 +2025-05-05 13:17:04,486 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:41:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.6879, loss: 2.6879 +2025-05-05 13:17:49,674 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:41:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.7076, loss: 2.7076 +2025-05-05 13:18:34,919 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:40:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7177, loss: 2.7177 +2025-05-05 13:19:20,095 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:39:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.7995, loss: 2.7995 +2025-05-05 13:20:05,282 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:38:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.7065, loss: 2.7065 +2025-05-05 13:20:50,433 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:38:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.6835, loss: 2.6835 +2025-05-05 13:21:35,620 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:37:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.6684, loss: 2.6684 +2025-05-05 13:22:20,787 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:36:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.6944, loss: 2.6944 +2025-05-05 13:23:05,973 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:35:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.8114, loss: 2.8114 +2025-05-05 13:23:50,974 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:34:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.7795, loss: 2.7795 +2025-05-05 13:24:36,116 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:34:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7755, loss: 2.7755 +2025-05-05 13:24:38,799 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-05 13:28:51,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 13:28:52,187 - pyskl - INFO - +top1_acc 0.8498 +top5_acc 0.9715 +2025-05-05 13:28:52,248 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_83.pth was removed +2025-05-05 13:28:53,378 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-05-05 13:28:53,380 - pyskl - INFO - Best top1_acc is 0.8498 at 91 epoch. +2025-05-05 13:28:53,403 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8498, top5_acc: 0.9715 +2025-05-05 13:30:01,972 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:33:35, time: 0.686, data_time: 0.234, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.7032, loss: 2.7032 +2025-05-05 13:30:47,095 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:32:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.6038, loss: 2.6038 +2025-05-05 13:31:32,320 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:32:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.6285, loss: 2.6285 +2025-05-05 13:32:17,648 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:31:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.6434, loss: 2.6434 +2025-05-05 13:33:02,876 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:30:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.7999, loss: 2.7999 +2025-05-05 13:33:48,126 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:29:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.6250, loss: 2.6250 +2025-05-05 13:34:33,354 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:28:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.6838, loss: 2.6838 +2025-05-05 13:35:18,557 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:28:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.6293, loss: 2.6293 +2025-05-05 13:36:03,777 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:27:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.8213, loss: 2.8213 +2025-05-05 13:36:48,962 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:26:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.6917, loss: 2.6917 +2025-05-05 13:37:34,113 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:25:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.6770, loss: 2.6770 +2025-05-05 13:38:19,375 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:25:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.7587, loss: 2.7587 +2025-05-05 13:39:04,661 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:24:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.6472, loss: 2.6472 +2025-05-05 13:39:49,808 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:23:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.6418, loss: 2.6418 +2025-05-05 13:40:34,947 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:22:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.6199, loss: 2.6199 +2025-05-05 13:41:20,113 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:22:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9981, loss_cls: 2.7051, loss: 2.7051 +2025-05-05 13:42:05,400 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:21:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5592, loss: 2.5592 +2025-05-05 13:42:50,776 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:20:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.7070, loss: 2.7070 +2025-05-05 13:43:36,042 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:19:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.6514, loss: 2.6514 +2025-05-05 13:44:21,234 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:18:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9944, loss_cls: 2.7253, loss: 2.7253 +2025-05-05 13:45:06,426 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:18:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6650, loss: 2.6650 +2025-05-05 13:45:51,621 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:17:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.8118, loss: 2.8118 +2025-05-05 13:46:37,043 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:16:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7303, loss: 2.7303 +2025-05-05 13:47:22,387 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:15:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.6570, loss: 2.6570 +2025-05-05 13:48:07,695 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:15:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7619, loss: 2.7619 +2025-05-05 13:48:53,007 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:14:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 2.6389, loss: 2.6389 +2025-05-05 13:49:38,207 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:13:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.6570, loss: 2.6570 +2025-05-05 13:50:23,574 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:12:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.6175, loss: 2.6175 +2025-05-05 13:51:09,038 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:12:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.6267, loss: 2.6267 +2025-05-05 13:51:54,496 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:11:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.7100, loss: 2.7100 +2025-05-05 13:52:39,709 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:10:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5463, loss: 2.5463 +2025-05-05 13:53:24,838 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:09:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.7540, loss: 2.7540 +2025-05-05 13:54:09,989 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:08:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.6916, loss: 2.6916 +2025-05-05 13:54:55,455 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:08:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6946, loss: 2.6946 +2025-05-05 13:54:58,160 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-05 13:59:10,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 13:59:11,242 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9712 +2025-05-05 13:59:11,267 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8390, top5_acc: 0.9712 +2025-05-05 14:00:19,268 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:07:35, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.7118, loss: 2.7118 +2025-05-05 14:01:04,329 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 1:06:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4940, loss: 2.4940 +2025-05-05 14:01:49,444 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 1:06:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.6627, loss: 2.6627 +2025-05-05 14:02:34,602 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 1:05:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5316, loss: 2.5316 +2025-05-05 14:03:19,669 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 1:04:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.6051, loss: 2.6051 +2025-05-05 14:04:04,796 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 1:03:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.5307, loss: 2.5307 +2025-05-05 14:04:49,938 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 1:02:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5985, loss: 2.5985 +2025-05-05 14:05:35,211 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 1:02:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.6692, loss: 2.6692 +2025-05-05 14:06:20,094 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 1:01:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.7229, loss: 2.7229 +2025-05-05 14:07:05,136 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 1:00:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5371, loss: 2.5371 +2025-05-05 14:07:50,540 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:59:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.5739, loss: 2.5739 +2025-05-05 14:08:35,975 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:59:07, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.6503, loss: 2.6503 +2025-05-05 14:09:21,147 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:58:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.5096, loss: 2.5096 +2025-05-05 14:10:06,363 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:57:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.5183, loss: 2.5183 +2025-05-05 14:10:51,734 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:56:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.6802, loss: 2.6802 +2025-05-05 14:11:37,171 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:56:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5807, loss: 2.5807 +2025-05-05 14:12:22,398 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:55:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.5673, loss: 2.5673 +2025-05-05 14:13:07,690 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:54:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.6306, loss: 2.6306 +2025-05-05 14:13:52,863 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:53:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.7399, loss: 2.7399 +2025-05-05 14:14:38,110 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:52:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.6816, loss: 2.6816 +2025-05-05 14:15:23,325 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 0:52:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.6838, loss: 2.6838 +2025-05-05 14:16:08,587 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 0:51:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9962, loss_cls: 2.5686, loss: 2.5686 +2025-05-05 14:16:53,868 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 0:50:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.6973, loss: 2.6973 +2025-05-05 14:17:39,132 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 0:49:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.6728, loss: 2.6728 +2025-05-05 14:18:24,374 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 0:49:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.7412, loss: 2.7412 +2025-05-05 14:19:09,717 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 0:48:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.6485, loss: 2.6485 +2025-05-05 14:19:55,074 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 0:47:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.5760, loss: 2.5760 +2025-05-05 14:20:40,321 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 0:46:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.8801, loss: 2.8801 +2025-05-05 14:21:25,801 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 0:46:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6191, loss: 2.6191 +2025-05-05 14:22:11,207 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 0:45:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.7215, loss: 2.7215 +2025-05-05 14:22:56,389 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 0:44:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.7638, loss: 2.7638 +2025-05-05 14:23:41,597 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:43:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9950, loss_cls: 2.5414, loss: 2.5414 +2025-05-05 14:24:26,794 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:42:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.8873, loss: 2.8873 +2025-05-05 14:25:12,191 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:42:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.6996, loss: 2.6996 +2025-05-05 14:25:14,913 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-05 14:29:24,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 14:29:24,650 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9720 +2025-05-05 14:29:24,672 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8429, top5_acc: 0.9720 +2025-05-05 14:30:32,780 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:41:35, time: 0.681, data_time: 0.230, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.6499, loss: 2.6499 +2025-05-05 14:31:17,931 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:40:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.4639, loss: 2.4639 +2025-05-05 14:32:03,177 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:40:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.5365, loss: 2.5365 +2025-05-05 14:32:48,406 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:39:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.7225, loss: 2.7225 +2025-05-05 14:33:33,780 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:38:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4896, loss: 2.4896 +2025-05-05 14:34:19,039 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:37:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.6509, loss: 2.6509 +2025-05-05 14:35:04,184 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:36:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.6808, loss: 2.6808 +2025-05-05 14:35:49,277 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:36:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.5076, loss: 2.5076 +2025-05-05 14:36:34,277 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:35:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.5759, loss: 2.5759 +2025-05-05 14:37:19,522 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:34:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.6617, loss: 2.6617 +2025-05-05 14:38:04,726 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:33:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.7479, loss: 2.7479 +2025-05-05 14:38:49,862 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:33:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.6448, loss: 2.6448 +2025-05-05 14:39:35,164 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:32:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.6818, loss: 2.6818 +2025-05-05 14:40:20,419 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:31:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5848, loss: 2.5848 +2025-05-05 14:41:05,867 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:30:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.5121, loss: 2.5121 +2025-05-05 14:41:51,039 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:30:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 2.5718, loss: 2.5718 +2025-05-05 14:42:36,221 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:29:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.6748, loss: 2.6748 +2025-05-05 14:43:21,488 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:28:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.7095, loss: 2.7095 +2025-05-05 14:44:06,616 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:27:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.6836, loss: 2.6836 +2025-05-05 14:44:51,731 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:26:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.6945, loss: 2.6945 +2025-05-05 14:45:36,860 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:26:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.5014, loss: 2.5014 +2025-05-05 14:46:22,027 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:25:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.6539, loss: 2.6539 +2025-05-05 14:47:07,130 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:24:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.6130, loss: 2.6130 +2025-05-05 14:47:52,109 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:23:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.6313, loss: 2.6313 +2025-05-05 14:48:37,131 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:23:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.6263, loss: 2.6263 +2025-05-05 14:49:22,279 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:22:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.6482, loss: 2.6482 +2025-05-05 14:50:07,689 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:21:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.6675, loss: 2.6675 +2025-05-05 14:50:52,982 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:20:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.6024, loss: 2.6024 +2025-05-05 14:51:38,198 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:20:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.6349, loss: 2.6349 +2025-05-05 14:52:23,435 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:19:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.5096, loss: 2.5096 +2025-05-05 14:53:08,825 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:18:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.5905, loss: 2.5905 +2025-05-05 14:53:54,196 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:17:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6598, loss: 2.6598 +2025-05-05 14:54:39,318 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:16:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7131, loss: 2.7131 +2025-05-05 14:55:24,520 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:16:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.7472, loss: 2.7472 +2025-05-05 14:55:27,219 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-05 14:59:35,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 14:59:36,206 - pyskl - INFO - +top1_acc 0.8303 +top5_acc 0.9679 +2025-05-05 14:59:36,231 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8303, top5_acc: 0.9679 +2025-05-05 15:00:44,533 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:15:35, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.5561, loss: 2.5561 +2025-05-05 15:01:29,590 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:14:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.6304, loss: 2.6304 +2025-05-05 15:02:14,696 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:14:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.5022, loss: 2.5022 +2025-05-05 15:02:59,796 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:13:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.5389, loss: 2.5389 +2025-05-05 15:03:44,762 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:12:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9950, loss_cls: 2.6209, loss: 2.6209 +2025-05-05 15:04:30,177 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:11:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.5592, loss: 2.5592 +2025-05-05 15:05:15,555 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:10:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.5716, loss: 2.5716 +2025-05-05 15:06:00,704 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:10:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.4386, loss: 2.4386 +2025-05-05 15:06:45,989 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:09:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.5847, loss: 2.5847 +2025-05-05 15:07:31,268 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:08:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.6150, loss: 2.6150 +2025-05-05 15:08:16,619 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:07:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.5254, loss: 2.5254 +2025-05-05 15:09:01,931 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:07:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.6375, loss: 2.6375 +2025-05-05 15:09:47,253 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 1 day, 0:06:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.4937, loss: 2.4937 +2025-05-05 15:10:32,537 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 1 day, 0:05:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5169, loss: 2.5169 +2025-05-05 15:11:17,790 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 1 day, 0:04:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5899, loss: 2.5899 +2025-05-05 15:12:02,990 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 1 day, 0:04:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.5375, loss: 2.5375 +2025-05-05 15:12:48,196 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 1 day, 0:03:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.6115, loss: 2.6115 +2025-05-05 15:13:33,577 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 1 day, 0:02:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9950, loss_cls: 2.6221, loss: 2.6221 +2025-05-05 15:14:18,686 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 1 day, 0:01:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6733, loss: 2.6733 +2025-05-05 15:15:03,987 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 1 day, 0:00:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.5894, loss: 2.5894 +2025-05-05 15:15:49,240 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 1 day, 0:00:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.7516, loss: 2.7516 +2025-05-05 15:16:34,375 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:59:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.5651, loss: 2.5651 +2025-05-05 15:17:19,502 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:58:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.6993, loss: 2.6993 +2025-05-05 15:18:04,766 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:57:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.4603, loss: 2.4603 +2025-05-05 15:18:50,071 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:57:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.5825, loss: 2.5825 +2025-05-05 15:19:35,290 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:56:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.6149, loss: 2.6149 +2025-05-05 15:20:20,528 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:55:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.6554, loss: 2.6554 +2025-05-05 15:21:05,926 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:54:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.6316, loss: 2.6316 +2025-05-05 15:21:51,177 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:54:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.5269, loss: 2.5269 +2025-05-05 15:22:36,408 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:53:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.6904, loss: 2.6904 +2025-05-05 15:23:21,899 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:52:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.6486, loss: 2.6486 +2025-05-05 15:24:07,162 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:51:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.6859, loss: 2.6859 +2025-05-05 15:24:52,288 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:50:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.5383, loss: 2.5383 +2025-05-05 15:25:37,485 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:50:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.5729, loss: 2.5729 +2025-05-05 15:25:40,131 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-05 15:29:48,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 15:29:49,106 - pyskl - INFO - +top1_acc 0.8482 +top5_acc 0.9725 +2025-05-05 15:29:49,132 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8482, top5_acc: 0.9725 +2025-05-05 15:30:57,318 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 23:49:35, time: 0.682, data_time: 0.231, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.5264, loss: 2.5264 +2025-05-05 15:31:42,425 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 23:48:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5972, loss: 2.5972 +2025-05-05 15:32:27,620 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 23:48:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9888, loss_cls: 2.4455, loss: 2.4455 +2025-05-05 15:33:12,792 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 23:47:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.5431, loss: 2.5431 +2025-05-05 15:33:57,931 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 23:46:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.4791, loss: 2.4791 +2025-05-05 15:34:43,117 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 23:45:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.4902, loss: 2.4902 +2025-05-05 15:35:28,285 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:44:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.4632, loss: 2.4632 +2025-05-05 15:36:13,476 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:44:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.5966, loss: 2.5966 +2025-05-05 15:36:58,664 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:43:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.5157, loss: 2.5157 +2025-05-05 15:37:43,904 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:42:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.5367, loss: 2.5367 +2025-05-05 15:38:29,122 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:41:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.5355, loss: 2.5355 +2025-05-05 15:39:14,369 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:41:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.5570, loss: 2.5570 +2025-05-05 15:39:59,686 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:40:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.6198, loss: 2.6198 +2025-05-05 15:40:45,011 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:39:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.5790, loss: 2.5790 +2025-05-05 15:41:30,260 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:38:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.4020, loss: 2.4020 +2025-05-05 15:42:15,566 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:38:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6812, loss: 2.6812 +2025-05-05 15:43:00,986 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:37:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.6055, loss: 2.6055 +2025-05-05 15:43:46,502 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:36:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6142, loss: 2.6142 +2025-05-05 15:44:31,879 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:35:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.5033, loss: 2.5033 +2025-05-05 15:45:17,154 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:34:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.6079, loss: 2.6079 +2025-05-05 15:46:02,429 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:34:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.6057, loss: 2.6057 +2025-05-05 15:46:47,643 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:33:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.5488, loss: 2.5488 +2025-05-05 15:47:32,863 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:32:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.6328, loss: 2.6328 +2025-05-05 15:48:18,173 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:31:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.6146, loss: 2.6146 +2025-05-05 15:49:03,474 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:31:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.6587, loss: 2.6587 +2025-05-05 15:49:48,643 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:30:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.4951, loss: 2.4951 +2025-05-05 15:50:33,910 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:29:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5526, loss: 2.5526 +2025-05-05 15:51:19,317 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:28:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.5801, loss: 2.5801 +2025-05-05 15:52:04,489 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:28:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 2.5022, loss: 2.5022 +2025-05-05 15:52:49,671 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:27:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.5888, loss: 2.5888 +2025-05-05 15:53:34,757 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:26:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.6462, loss: 2.6462 +2025-05-05 15:54:20,010 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:25:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.6232, loss: 2.6232 +2025-05-05 15:55:05,209 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:24:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.7131, loss: 2.7131 +2025-05-05 15:55:50,366 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:24:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.7290, loss: 2.7290 +2025-05-05 15:55:53,040 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-05 16:00:01,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 16:00:01,853 - pyskl - INFO - +top1_acc 0.8499 +top5_acc 0.9738 +2025-05-05 16:00:01,917 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_91.pth was removed +2025-05-05 16:00:03,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-05-05 16:00:03,044 - pyskl - INFO - Best top1_acc is 0.8499 at 96 epoch. +2025-05-05 16:00:03,067 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8499, top5_acc: 0.9738 +2025-05-05 16:01:11,609 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:23:35, time: 0.685, data_time: 0.235, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.5548, loss: 2.5548 +2025-05-05 16:01:56,805 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:22:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9950, loss_cls: 2.5887, loss: 2.5887 +2025-05-05 16:02:41,981 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:22:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.5963, loss: 2.5963 +2025-05-05 16:03:27,154 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:21:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.5049, loss: 2.5049 +2025-05-05 16:04:12,345 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:20:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.5249, loss: 2.5249 +2025-05-05 16:04:57,574 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:19:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.4659, loss: 2.4659 +2025-05-05 16:05:42,683 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:18:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.4260, loss: 2.4260 +2025-05-05 16:06:27,733 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:18:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.4527, loss: 2.4527 +2025-05-05 16:07:12,881 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:17:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4255, loss: 2.4255 +2025-05-05 16:07:57,946 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:16:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.4676, loss: 2.4676 +2025-05-05 16:08:43,089 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:15:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.5191, loss: 2.5191 +2025-05-05 16:09:28,187 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:15:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4877, loss: 2.4877 +2025-05-05 16:10:13,288 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:14:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.5224, loss: 2.5224 +2025-05-05 16:10:58,417 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:13:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.5509, loss: 2.5509 +2025-05-05 16:11:43,550 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:12:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5821, loss: 2.5821 +2025-05-05 16:12:28,717 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:12:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9969, loss_cls: 2.4634, loss: 2.4634 +2025-05-05 16:13:13,934 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:11:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.5146, loss: 2.5146 +2025-05-05 16:13:59,198 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:10:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5681, loss: 2.5681 +2025-05-05 16:14:44,334 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:09:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.5725, loss: 2.5725 +2025-05-05 16:15:29,498 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:08:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5942, loss: 2.5942 +2025-05-05 16:16:14,653 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:08:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9869, loss_cls: 2.5760, loss: 2.5760 +2025-05-05 16:16:59,899 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:07:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 2.6936, loss: 2.6936 +2025-05-05 16:17:45,082 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 23:06:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.6121, loss: 2.6121 +2025-05-05 16:18:30,261 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 23:05:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.6384, loss: 2.6384 +2025-05-05 16:19:15,426 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 23:05:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.5389, loss: 2.5389 +2025-05-05 16:20:00,706 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 23:04:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 2.5019, loss: 2.5019 +2025-05-05 16:20:45,999 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 23:03:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.5488, loss: 2.5488 +2025-05-05 16:21:31,477 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 23:02:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4790, loss: 2.4790 +2025-05-05 16:22:16,752 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 23:02:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.6429, loss: 2.6429 +2025-05-05 16:23:02,075 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 23:01:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6625, loss: 2.6625 +2025-05-05 16:23:47,285 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 23:00:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.5333, loss: 2.5333 +2025-05-05 16:24:32,397 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:59:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.5921, loss: 2.5921 +2025-05-05 16:25:17,557 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:58:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.5690, loss: 2.5690 +2025-05-05 16:26:02,720 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:58:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6481, loss: 2.6481 +2025-05-05 16:26:05,389 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-05 16:30:12,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 16:30:13,221 - pyskl - INFO - +top1_acc 0.8222 +top5_acc 0.9686 +2025-05-05 16:30:13,244 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8222, top5_acc: 0.9686 +2025-05-05 16:31:21,298 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:57:34, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.6126, loss: 2.6126 +2025-05-05 16:32:06,410 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:56:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.5187, loss: 2.5187 +2025-05-05 16:32:51,510 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:56:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4496, loss: 2.4496 +2025-05-05 16:33:36,664 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:55:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.3386, loss: 2.3386 +2025-05-05 16:34:21,905 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:54:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 2.4967, loss: 2.4967 +2025-05-05 16:35:07,153 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:53:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.4775, loss: 2.4775 +2025-05-05 16:35:52,320 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:52:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.4574, loss: 2.4574 +2025-05-05 16:36:37,531 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:52:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.4883, loss: 2.4883 +2025-05-05 16:37:22,684 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:51:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.4454, loss: 2.4454 +2025-05-05 16:38:07,928 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:50:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.4461, loss: 2.4461 +2025-05-05 16:38:53,166 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:49:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.3808, loss: 2.3808 +2025-05-05 16:39:38,521 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:49:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.4919, loss: 2.4919 +2025-05-05 16:40:23,583 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:48:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.5527, loss: 2.5527 +2025-05-05 16:41:08,737 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 22:47:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.6195, loss: 2.6195 +2025-05-05 16:41:53,858 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 22:46:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6435, loss: 2.6435 +2025-05-05 16:42:39,079 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 22:46:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.5197, loss: 2.5197 +2025-05-05 16:43:24,236 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:45:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.4992, loss: 2.4992 +2025-05-05 16:44:09,416 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:44:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4581, loss: 2.4581 +2025-05-05 16:44:54,623 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:43:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.5193, loss: 2.5193 +2025-05-05 16:45:39,918 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:42:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.5762, loss: 2.5762 +2025-05-05 16:46:25,287 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:42:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4467, loss: 2.4467 +2025-05-05 16:47:10,696 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:41:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.5336, loss: 2.5336 +2025-05-05 16:47:56,044 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:40:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.5940, loss: 2.5940 +2025-05-05 16:48:41,390 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:39:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.5449, loss: 2.5449 +2025-05-05 16:49:26,842 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:39:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.4744, loss: 2.4744 +2025-05-05 16:50:12,197 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:38:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.5864, loss: 2.5864 +2025-05-05 16:50:57,551 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:37:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5849, loss: 2.5849 +2025-05-05 16:51:42,825 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:36:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.5933, loss: 2.5933 +2025-05-05 16:52:28,089 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:36:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.6161, loss: 2.6161 +2025-05-05 16:53:13,400 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:35:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.5687, loss: 2.5687 +2025-05-05 16:53:58,675 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:34:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.6135, loss: 2.6135 +2025-05-05 16:54:43,852 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:33:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.4957, loss: 2.4957 +2025-05-05 16:55:29,080 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:32:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.6643, loss: 2.6643 +2025-05-05 16:56:14,308 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:32:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.5297, loss: 2.5297 +2025-05-05 16:56:17,020 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-05 17:00:24,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 17:00:25,116 - pyskl - INFO - +top1_acc 0.8495 +top5_acc 0.9713 +2025-05-05 17:00:25,140 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8495, top5_acc: 0.9713 +2025-05-05 17:01:33,303 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:31:34, time: 0.682, data_time: 0.231, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3815, loss: 2.3815 +2025-05-05 17:02:18,478 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:30:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.3969, loss: 2.3969 +2025-05-05 17:03:03,717 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:30:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4177, loss: 2.4177 +2025-05-05 17:03:48,886 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:29:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.4514, loss: 2.4514 +2025-05-05 17:04:34,084 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:28:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4502, loss: 2.4502 +2025-05-05 17:05:19,242 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:27:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.4864, loss: 2.4864 +2025-05-05 17:06:04,407 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:26:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.4117, loss: 2.4117 +2025-05-05 17:06:49,491 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:26:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.5034, loss: 2.5034 +2025-05-05 17:07:34,720 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:25:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.5077, loss: 2.5077 +2025-05-05 17:08:19,978 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:24:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.4680, loss: 2.4680 +2025-05-05 17:09:05,127 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:23:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.5352, loss: 2.5352 +2025-05-05 17:09:50,242 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:23:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.4776, loss: 2.4776 +2025-05-05 17:10:35,414 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:22:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.5596, loss: 2.5596 +2025-05-05 17:11:20,486 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:21:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5979, loss: 2.5979 +2025-05-05 17:12:05,800 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:20:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.6096, loss: 2.6096 +2025-05-05 17:12:50,972 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:20:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.5389, loss: 2.5389 +2025-05-05 17:13:36,143 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:19:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.4480, loss: 2.4480 +2025-05-05 17:14:21,322 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:18:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.5583, loss: 2.5583 +2025-05-05 17:15:06,536 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:17:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.5566, loss: 2.5566 +2025-05-05 17:15:51,838 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:16:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.4622, loss: 2.4622 +2025-05-05 17:16:37,021 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:16:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.3986, loss: 2.3986 +2025-05-05 17:17:22,219 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:15:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.5235, loss: 2.5235 +2025-05-05 17:18:07,395 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:14:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.4315, loss: 2.4315 +2025-05-05 17:18:52,569 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:13:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.3994, loss: 2.3994 +2025-05-05 17:19:37,682 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:13:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 2.5793, loss: 2.5793 +2025-05-05 17:20:22,728 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:12:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.4509, loss: 2.4509 +2025-05-05 17:21:07,834 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:11:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.6358, loss: 2.6358 +2025-05-05 17:21:52,965 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:10:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.5799, loss: 2.5799 +2025-05-05 17:22:38,099 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:10:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.5669, loss: 2.5669 +2025-05-05 17:23:23,161 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:09:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.4715, loss: 2.4715 +2025-05-05 17:24:08,306 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:08:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.5670, loss: 2.5670 +2025-05-05 17:24:53,420 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:07:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5258, loss: 2.5258 +2025-05-05 17:25:38,625 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:06:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.5218, loss: 2.5218 +2025-05-05 17:26:23,806 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 22:06:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5841, loss: 2.5841 +2025-05-05 17:26:26,463 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-05 17:30:37,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 17:30:38,490 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9730 +2025-05-05 17:30:38,513 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8471, top5_acc: 0.9730 +2025-05-05 17:31:46,354 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 22:05:32, time: 0.678, data_time: 0.228, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.5573, loss: 2.5573 +2025-05-05 17:32:31,473 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 22:04:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.4601, loss: 2.4601 +2025-05-05 17:33:16,617 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 22:04:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.4896, loss: 2.4896 +2025-05-05 17:34:01,963 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 22:03:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.4116, loss: 2.4116 +2025-05-05 17:34:47,200 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 22:02:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3206, loss: 2.3206 +2025-05-05 17:35:32,421 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 22:01:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.3763, loss: 2.3763 +2025-05-05 17:36:17,759 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 22:00:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.3592, loss: 2.3592 +2025-05-05 17:37:03,122 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 22:00:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.4627, loss: 2.4627 +2025-05-05 17:37:48,484 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:59:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.4314, loss: 2.4314 +2025-05-05 17:38:33,852 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:58:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.6105, loss: 2.6105 +2025-05-05 17:39:19,256 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:57:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.4240, loss: 2.4240 +2025-05-05 17:40:04,792 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:57:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4752, loss: 2.4752 +2025-05-05 17:40:50,206 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:56:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.3621, loss: 2.3621 +2025-05-05 17:41:35,541 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:55:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.4954, loss: 2.4954 +2025-05-05 17:42:20,627 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:54:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.4951, loss: 2.4951 +2025-05-05 17:43:05,735 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:54:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.5139, loss: 2.5139 +2025-05-05 17:43:50,899 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:53:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.5037, loss: 2.5037 +2025-05-05 17:44:36,036 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:52:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.4943, loss: 2.4943 +2025-05-05 17:45:21,192 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:51:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.3744, loss: 2.3744 +2025-05-05 17:46:06,351 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:50:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.5349, loss: 2.5349 +2025-05-05 17:46:51,171 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:50:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.6148, loss: 2.6148 +2025-05-05 17:47:36,441 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:49:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4514, loss: 2.4514 +2025-05-05 17:48:21,798 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:48:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5214, loss: 2.5214 +2025-05-05 17:49:07,089 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:47:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.5540, loss: 2.5540 +2025-05-05 17:49:52,386 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:47:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.3740, loss: 2.3740 +2025-05-05 17:50:37,664 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:46:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.4790, loss: 2.4790 +2025-05-05 17:51:23,000 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:45:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5373, loss: 2.5373 +2025-05-05 17:52:08,292 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:44:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.5522, loss: 2.5522 +2025-05-05 17:52:53,664 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:44:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5933, loss: 2.5933 +2025-05-05 17:53:38,942 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:43:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.5189, loss: 2.5189 +2025-05-05 17:54:24,272 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:42:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.5722, loss: 2.5722 +2025-05-05 17:55:09,536 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:41:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.5763, loss: 2.5763 +2025-05-05 17:55:54,831 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:40:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.4321, loss: 2.4321 +2025-05-05 17:56:40,075 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:40:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.5970, loss: 2.5970 +2025-05-05 17:56:42,789 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-05 18:00:54,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 18:00:55,126 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9755 +2025-05-05 18:00:55,187 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_96.pth was removed +2025-05-05 18:00:56,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-05-05 18:00:56,259 - pyskl - INFO - Best top1_acc is 0.8592 at 100 epoch. +2025-05-05 18:00:56,280 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8592, top5_acc: 0.9755 +2025-05-05 18:02:04,485 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:39:33, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.4863, loss: 2.4863 +2025-05-05 18:02:49,858 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:38:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.4397, loss: 2.4397 +2025-05-05 18:03:35,034 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:38:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.3936, loss: 2.3936 +2025-05-05 18:04:20,247 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:37:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.3560, loss: 2.3560 +2025-05-05 18:05:05,546 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:36:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.5287, loss: 2.5287 +2025-05-05 18:05:50,699 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:35:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.3929, loss: 2.3929 +2025-05-05 18:06:35,910 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:34:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3581, loss: 2.3581 +2025-05-05 18:07:21,091 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:34:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.4641, loss: 2.4641 +2025-05-05 18:08:06,219 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:33:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.4288, loss: 2.4288 +2025-05-05 18:08:51,343 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:32:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3803, loss: 2.3803 +2025-05-05 18:09:36,490 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:31:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.3741, loss: 2.3741 +2025-05-05 18:10:21,597 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:31:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.4268, loss: 2.4268 +2025-05-05 18:11:06,946 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:30:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.4541, loss: 2.4541 +2025-05-05 18:11:52,119 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:29:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.4564, loss: 2.4564 +2025-05-05 18:12:37,255 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:28:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.4372, loss: 2.4372 +2025-05-05 18:13:22,637 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:28:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.4247, loss: 2.4247 +2025-05-05 18:14:08,033 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:27:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.5286, loss: 2.5286 +2025-05-05 18:14:53,245 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:26:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.3863, loss: 2.3863 +2025-05-05 18:15:38,411 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:25:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.4401, loss: 2.4401 +2025-05-05 18:16:23,605 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:24:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.4137, loss: 2.4137 +2025-05-05 18:17:09,122 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:24:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.5126, loss: 2.5126 +2025-05-05 18:17:54,761 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:23:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.4720, loss: 2.4720 +2025-05-05 18:18:40,091 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:22:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.4440, loss: 2.4440 +2025-05-05 18:19:25,330 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:21:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 2.4939, loss: 2.4939 +2025-05-05 18:20:10,666 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:21:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.4425, loss: 2.4425 +2025-05-05 18:20:55,896 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:20:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.5041, loss: 2.5041 +2025-05-05 18:21:41,054 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:19:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.4046, loss: 2.4046 +2025-05-05 18:22:26,296 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:18:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.4913, loss: 2.4913 +2025-05-05 18:23:11,517 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:18:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.4499, loss: 2.4499 +2025-05-05 18:23:56,772 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:17:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.4704, loss: 2.4704 +2025-05-05 18:24:42,034 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:16:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.5627, loss: 2.5627 +2025-05-05 18:25:27,274 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:15:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.5020, loss: 2.5020 +2025-05-05 18:26:12,500 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:14:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9850, loss_cls: 2.5589, loss: 2.5589 +2025-05-05 18:26:57,900 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:14:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5494, loss: 2.5494 +2025-05-05 18:27:00,652 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-05 18:31:08,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 18:31:08,957 - pyskl - INFO - +top1_acc 0.8706 +top5_acc 0.9765 +2025-05-05 18:31:09,022 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_100.pth was removed +2025-05-05 18:31:10,153 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2025-05-05 18:31:10,155 - pyskl - INFO - Best top1_acc is 0.8706 at 101 epoch. +2025-05-05 18:31:10,180 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8706, top5_acc: 0.9765 +2025-05-05 18:32:18,161 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:13:33, time: 0.680, data_time: 0.228, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3076, loss: 2.3076 +2025-05-05 18:33:03,370 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:12:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.3240, loss: 2.3240 +2025-05-05 18:33:48,534 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:12:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.3057, loss: 2.3057 +2025-05-05 18:34:33,725 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:11:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3744, loss: 2.3744 +2025-05-05 18:35:18,903 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:10:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.3413, loss: 2.3413 +2025-05-05 18:36:04,299 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:09:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.3467, loss: 2.3467 +2025-05-05 18:36:49,389 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:08:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.4413, loss: 2.4413 +2025-05-05 18:37:34,888 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:08:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.4556, loss: 2.4556 +2025-05-05 18:38:20,182 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:07:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.4223, loss: 2.4223 +2025-05-05 18:39:05,404 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:06:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.4698, loss: 2.4698 +2025-05-05 18:39:50,611 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 21:05:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.3276, loss: 2.3276 +2025-05-05 18:40:35,853 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 21:05:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.4327, loss: 2.4327 +2025-05-05 18:41:21,053 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 21:04:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.3444, loss: 2.3444 +2025-05-05 18:42:06,311 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 21:03:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.3724, loss: 2.3724 +2025-05-05 18:42:51,843 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 21:02:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4343, loss: 2.4343 +2025-05-05 18:43:37,276 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 21:02:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3843, loss: 2.3843 +2025-05-05 18:44:22,619 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 21:01:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.3840, loss: 2.3840 +2025-05-05 18:45:07,930 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 21:00:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.5718, loss: 2.5718 +2025-05-05 18:45:53,265 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:59:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.4456, loss: 2.4456 +2025-05-05 18:46:38,666 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:58:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.4339, loss: 2.4339 +2025-05-05 18:47:23,977 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:58:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4644, loss: 2.4644 +2025-05-05 18:48:09,300 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:57:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.4735, loss: 2.4735 +2025-05-05 18:48:54,501 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:56:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4643, loss: 2.4643 +2025-05-05 18:49:39,788 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:55:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.4345, loss: 2.4345 +2025-05-05 18:50:25,017 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:55:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.3925, loss: 2.3925 +2025-05-05 18:51:10,186 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:54:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.4083, loss: 2.4083 +2025-05-05 18:51:55,378 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:53:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.5192, loss: 2.5192 +2025-05-05 18:52:40,578 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:52:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.4556, loss: 2.4556 +2025-05-05 18:53:25,863 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:52:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.4033, loss: 2.4033 +2025-05-05 18:54:11,164 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:51:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.4324, loss: 2.4324 +2025-05-05 18:54:56,392 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:50:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 2.5030, loss: 2.5030 +2025-05-05 18:55:41,634 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:49:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.5193, loss: 2.5193 +2025-05-05 18:56:26,858 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:48:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.4522, loss: 2.4522 +2025-05-05 18:57:12,016 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:48:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.4837, loss: 2.4837 +2025-05-05 18:57:14,697 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-05 19:01:22,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 19:01:22,935 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9746 +2025-05-05 19:01:22,958 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8581, top5_acc: 0.9746 +2025-05-05 19:02:30,883 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:47:33, time: 0.679, data_time: 0.229, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.3427, loss: 2.3427 +2025-05-05 19:03:16,051 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:46:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.3094, loss: 2.3094 +2025-05-05 19:04:01,281 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:46:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.4082, loss: 2.4082 +2025-05-05 19:04:46,483 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:45:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.3113, loss: 2.3113 +2025-05-05 19:05:31,783 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:44:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.3079, loss: 2.3079 +2025-05-05 19:06:17,025 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:43:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2681, loss: 2.2681 +2025-05-05 19:07:02,175 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:42:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.3832, loss: 2.3832 +2025-05-05 19:07:47,403 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:42:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.3347, loss: 2.3347 +2025-05-05 19:08:32,690 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:41:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.4815, loss: 2.4815 +2025-05-05 19:09:18,156 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:40:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.3403, loss: 2.3403 +2025-05-05 19:10:03,371 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:39:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.4354, loss: 2.4354 +2025-05-05 19:10:48,688 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:39:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.4336, loss: 2.4336 +2025-05-05 19:11:34,079 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:38:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.4288, loss: 2.4288 +2025-05-05 19:12:19,325 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:37:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.4144, loss: 2.4144 +2025-05-05 19:13:04,601 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:36:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.4355, loss: 2.4355 +2025-05-05 19:13:49,715 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:36:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.4348, loss: 2.4348 +2025-05-05 19:14:35,031 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:35:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3959, loss: 2.3959 +2025-05-05 19:15:20,198 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:34:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.4060, loss: 2.4060 +2025-05-05 19:16:05,432 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:33:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.4573, loss: 2.4573 +2025-05-05 19:16:50,782 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:32:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.4407, loss: 2.4407 +2025-05-05 19:17:35,899 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:32:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.3866, loss: 2.3866 +2025-05-05 19:18:21,244 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:31:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.2978, loss: 2.2978 +2025-05-05 19:19:06,429 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:30:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.5010, loss: 2.5010 +2025-05-05 19:19:51,642 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:29:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.4832, loss: 2.4832 +2025-05-05 19:20:36,827 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:29:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.4197, loss: 2.4197 +2025-05-05 19:21:22,034 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:28:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.4522, loss: 2.4522 +2025-05-05 19:22:07,286 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:27:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.3546, loss: 2.3546 +2025-05-05 19:22:52,445 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:26:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.3962, loss: 2.3962 +2025-05-05 19:23:37,675 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:26:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.4433, loss: 2.4433 +2025-05-05 19:24:22,939 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:25:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.4293, loss: 2.4293 +2025-05-05 19:25:08,145 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:24:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.4999, loss: 2.4999 +2025-05-05 19:25:53,351 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:23:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9969, loss_cls: 2.5249, loss: 2.5249 +2025-05-05 19:26:38,503 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:22:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3766, loss: 2.3766 +2025-05-05 19:27:23,701 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:22:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.3993, loss: 2.3993 +2025-05-05 19:27:26,415 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-05 19:31:34,645 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 19:31:35,210 - pyskl - INFO - +top1_acc 0.8555 +top5_acc 0.9736 +2025-05-05 19:31:35,235 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8555, top5_acc: 0.9736 +2025-05-05 19:32:43,318 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:21:33, time: 0.681, data_time: 0.231, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.3398, loss: 2.3398 +2025-05-05 19:33:28,403 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:20:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.2909, loss: 2.2909 +2025-05-05 19:34:13,548 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:20:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.3899, loss: 2.3899 +2025-05-05 19:34:58,842 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:19:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.2883, loss: 2.2883 +2025-05-05 19:35:43,664 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:18:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3340, loss: 2.3340 +2025-05-05 19:36:28,723 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:17:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1919, loss: 2.1919 +2025-05-05 19:37:13,812 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:16:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.3007, loss: 2.3007 +2025-05-05 19:37:58,937 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:16:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.3634, loss: 2.3634 +2025-05-05 19:38:44,079 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:15:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3569, loss: 2.3569 +2025-05-05 19:39:29,485 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:14:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.4115, loss: 2.4115 +2025-05-05 19:40:14,770 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:13:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.2766, loss: 2.2766 +2025-05-05 19:40:59,890 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:13:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 2.4247, loss: 2.4247 +2025-05-05 19:41:45,004 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:12:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9981, loss_cls: 2.3346, loss: 2.3346 +2025-05-05 19:42:30,073 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:11:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.3092, loss: 2.3092 +2025-05-05 19:43:15,357 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:10:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.3204, loss: 2.3204 +2025-05-05 19:44:00,740 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:10:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.3578, loss: 2.3578 +2025-05-05 19:44:46,293 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:09:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.4259, loss: 2.4259 +2025-05-05 19:45:31,636 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:08:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2920, loss: 2.2920 +2025-05-05 19:46:16,978 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:07:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3555, loss: 2.3555 +2025-05-05 19:47:02,392 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:06:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.4250, loss: 2.4250 +2025-05-05 19:47:47,930 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 20:06:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.3329, loss: 2.3329 +2025-05-05 19:48:33,208 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 20:05:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.4137, loss: 2.4137 +2025-05-05 19:49:18,414 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 20:04:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.3526, loss: 2.3526 +2025-05-05 19:50:03,559 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 20:03:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.3413, loss: 2.3413 +2025-05-05 19:50:48,727 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 20:03:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2685, loss: 2.2685 +2025-05-05 19:51:33,910 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 20:02:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.3855, loss: 2.3855 +2025-05-05 19:52:19,043 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 20:01:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.4493, loss: 2.4493 +2025-05-05 19:53:04,159 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 20:00:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.4532, loss: 2.4532 +2025-05-05 19:53:49,315 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 20:00:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.3928, loss: 2.3928 +2025-05-05 19:54:34,419 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:59:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4720, loss: 2.4720 +2025-05-05 19:55:19,563 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:58:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.4526, loss: 2.4526 +2025-05-05 19:56:04,681 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:57:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.4194, loss: 2.4194 +2025-05-05 19:56:49,802 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:56:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.4595, loss: 2.4595 +2025-05-05 19:57:34,923 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:56:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3825, loss: 2.3825 +2025-05-05 19:57:37,637 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-05 20:01:49,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 20:01:49,644 - pyskl - INFO - +top1_acc 0.8602 +top5_acc 0.9733 +2025-05-05 20:01:49,665 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8602, top5_acc: 0.9733 +2025-05-05 20:02:57,831 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:55:32, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3571, loss: 2.3571 +2025-05-05 20:03:43,050 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:54:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.3208, loss: 2.3208 +2025-05-05 20:04:28,338 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:54:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.3077, loss: 2.3077 +2025-05-05 20:05:13,502 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:53:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.2614, loss: 2.2614 +2025-05-05 20:05:58,799 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:52:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.2575, loss: 2.2575 +2025-05-05 20:06:44,082 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:51:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.3765, loss: 2.3765 +2025-05-05 20:07:29,399 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:50:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.2062, loss: 2.2062 +2025-05-05 20:08:14,647 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:50:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.4028, loss: 2.4028 +2025-05-05 20:08:59,942 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:49:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9994, loss_cls: 2.3219, loss: 2.3219 +2025-05-05 20:09:45,184 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:48:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.2565, loss: 2.2565 +2025-05-05 20:10:30,327 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:47:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.2731, loss: 2.2731 +2025-05-05 20:11:15,510 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:47:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3367, loss: 2.3367 +2025-05-05 20:12:00,678 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:46:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.3941, loss: 2.3941 +2025-05-05 20:12:45,963 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:45:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.3048, loss: 2.3048 +2025-05-05 20:13:31,277 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:44:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.4210, loss: 2.4210 +2025-05-05 20:14:16,550 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:44:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.3127, loss: 2.3127 +2025-05-05 20:15:01,755 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:43:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.3669, loss: 2.3669 +2025-05-05 20:15:47,029 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:42:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.3261, loss: 2.3261 +2025-05-05 20:16:32,455 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:41:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.3260, loss: 2.3260 +2025-05-05 20:17:17,715 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:40:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.2961, loss: 2.2961 +2025-05-05 20:18:02,892 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:40:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3400, loss: 2.3400 +2025-05-05 20:18:48,178 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:39:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.2840, loss: 2.2840 +2025-05-05 20:19:33,417 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:38:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.3072, loss: 2.3072 +2025-05-05 20:20:18,582 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:37:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.3495, loss: 2.3495 +2025-05-05 20:21:03,866 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:37:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.4108, loss: 2.4108 +2025-05-05 20:21:49,054 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:36:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.4026, loss: 2.4026 +2025-05-05 20:22:34,234 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:35:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 2.3866, loss: 2.3866 +2025-05-05 20:23:19,406 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:34:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.3667, loss: 2.3667 +2025-05-05 20:24:04,658 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:34:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3901, loss: 2.3901 +2025-05-05 20:24:49,834 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:33:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.3659, loss: 2.3659 +2025-05-05 20:25:35,025 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:32:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.3644, loss: 2.3644 +2025-05-05 20:26:20,217 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:31:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.3604, loss: 2.3604 +2025-05-05 20:27:05,377 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:30:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9969, loss_cls: 2.4111, loss: 2.4111 +2025-05-05 20:27:50,599 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:30:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.2902, loss: 2.2902 +2025-05-05 20:27:53,307 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-05 20:32:01,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 20:32:01,636 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9766 +2025-05-05 20:32:01,660 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8687, top5_acc: 0.9766 +2025-05-05 20:33:10,004 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:29:32, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.3163, loss: 2.3163 +2025-05-05 20:33:55,270 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:28:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.2790, loss: 2.2790 +2025-05-05 20:34:40,445 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:28:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.2833, loss: 2.2833 +2025-05-05 20:35:25,591 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:27:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.2374, loss: 2.2374 +2025-05-05 20:36:10,792 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:26:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.3115, loss: 2.3115 +2025-05-05 20:36:56,105 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:25:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.2406, loss: 2.2406 +2025-05-05 20:37:41,352 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:24:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.2943, loss: 2.2943 +2025-05-05 20:38:26,748 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:24:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.3411, loss: 2.3411 +2025-05-05 20:39:12,176 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:23:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.4260, loss: 2.4260 +2025-05-05 20:39:57,474 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:22:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.3085, loss: 2.3085 +2025-05-05 20:40:42,698 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:21:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2766, loss: 2.2766 +2025-05-05 20:41:28,026 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:21:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.3813, loss: 2.3813 +2025-05-05 20:42:13,418 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:20:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3226, loss: 2.3226 +2025-05-05 20:42:58,589 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:19:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.1972, loss: 2.1972 +2025-05-05 20:43:43,795 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:18:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.3558, loss: 2.3558 +2025-05-05 20:44:29,033 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:18:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.3812, loss: 2.3812 +2025-05-05 20:45:14,231 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:17:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2188, loss: 2.2188 +2025-05-05 20:45:59,326 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:16:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.3353, loss: 2.3353 +2025-05-05 20:46:44,500 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:15:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2198, loss: 2.2198 +2025-05-05 20:47:29,633 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:14:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.2892, loss: 2.2892 +2025-05-05 20:48:14,829 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:14:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.3471, loss: 2.3471 +2025-05-05 20:49:00,059 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:13:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.2898, loss: 2.2898 +2025-05-05 20:49:45,218 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:12:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2858, loss: 2.2858 +2025-05-05 20:50:30,436 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:11:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.3273, loss: 2.3273 +2025-05-05 20:51:15,658 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:11:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.2856, loss: 2.2856 +2025-05-05 20:52:00,830 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:10:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.3475, loss: 2.3475 +2025-05-05 20:52:45,889 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:09:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.3811, loss: 2.3811 +2025-05-05 20:53:30,889 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:08:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.2866, loss: 2.2866 +2025-05-05 20:54:15,965 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:08:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.4522, loss: 2.4522 +2025-05-05 20:55:01,026 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:07:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.3766, loss: 2.3766 +2025-05-05 20:55:46,166 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:06:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.3247, loss: 2.3247 +2025-05-05 20:56:30,994 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:05:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.3843, loss: 2.3843 +2025-05-05 20:57:16,080 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:04:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.3592, loss: 2.3592 +2025-05-05 20:58:01,314 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:04:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.3327, loss: 2.3327 +2025-05-05 20:58:03,909 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-05 21:02:15,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 21:02:16,171 - pyskl - INFO - +top1_acc 0.8708 +top5_acc 0.9769 +2025-05-05 21:02:16,239 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_101.pth was removed +2025-05-05 21:02:17,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-05-05 21:02:17,374 - pyskl - INFO - Best top1_acc is 0.8708 at 106 epoch. +2025-05-05 21:02:17,400 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8708, top5_acc: 0.9769 +2025-05-05 21:03:26,257 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:03:32, time: 0.688, data_time: 0.236, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 2.3543, loss: 2.3543 +2025-05-05 21:04:11,600 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:02:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.2086, loss: 2.2086 +2025-05-05 21:04:56,916 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:02:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.2139, loss: 2.2139 +2025-05-05 21:05:42,230 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:01:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.2607, loss: 2.2607 +2025-05-05 21:06:27,566 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 19:00:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.2826, loss: 2.2826 +2025-05-05 21:07:12,913 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:59:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.1807, loss: 2.1807 +2025-05-05 21:07:58,123 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:58:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.2174, loss: 2.2174 +2025-05-05 21:08:43,294 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:58:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.2778, loss: 2.2778 +2025-05-05 21:09:28,525 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:57:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.1942, loss: 2.1942 +2025-05-05 21:10:13,774 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:56:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.3858, loss: 2.3858 +2025-05-05 21:10:59,112 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:55:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.1946, loss: 2.1946 +2025-05-05 21:11:44,417 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:55:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.3088, loss: 2.3088 +2025-05-05 21:12:29,810 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:54:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1668, loss: 2.1668 +2025-05-05 21:13:15,216 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:53:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.2846, loss: 2.2846 +2025-05-05 21:14:00,759 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:52:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.3236, loss: 2.3236 +2025-05-05 21:14:46,317 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:52:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.2535, loss: 2.2535 +2025-05-05 21:15:31,678 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:51:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.2702, loss: 2.2702 +2025-05-05 21:16:16,983 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:50:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.2997, loss: 2.2997 +2025-05-05 21:17:02,218 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:49:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1963, loss: 2.1963 +2025-05-05 21:17:47,468 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:48:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.3378, loss: 2.3378 +2025-05-05 21:18:32,701 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:48:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3564, loss: 2.3564 +2025-05-05 21:19:18,010 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:47:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.3254, loss: 2.3254 +2025-05-05 21:20:03,263 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:46:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.3828, loss: 2.3828 +2025-05-05 21:20:48,528 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:45:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.2564, loss: 2.2564 +2025-05-05 21:21:33,700 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:45:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.3918, loss: 2.3918 +2025-05-05 21:22:18,916 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:44:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.3397, loss: 2.3397 +2025-05-05 21:23:04,321 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:43:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.4204, loss: 2.4204 +2025-05-05 21:23:49,529 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:42:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.2807, loss: 2.2807 +2025-05-05 21:24:34,814 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:42:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.3303, loss: 2.3303 +2025-05-05 21:25:20,176 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:41:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3544, loss: 2.3544 +2025-05-05 21:26:05,604 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:40:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.3148, loss: 2.3148 +2025-05-05 21:26:50,942 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:39:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.3018, loss: 2.3018 +2025-05-05 21:27:36,273 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:38:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2473, loss: 2.2473 +2025-05-05 21:28:21,475 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:38:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.3306, loss: 2.3306 +2025-05-05 21:28:24,154 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-05 21:32:32,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 21:32:32,996 - pyskl - INFO - +top1_acc 0.8703 +top5_acc 0.9760 +2025-05-05 21:32:33,021 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8703, top5_acc: 0.9760 +2025-05-05 21:33:41,379 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:37:33, time: 0.684, data_time: 0.231, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.2250, loss: 2.2250 +2025-05-05 21:34:26,604 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:36:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.2123, loss: 2.2123 +2025-05-05 21:35:11,830 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:36:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.2031, loss: 2.2031 +2025-05-05 21:35:57,231 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:35:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1500, loss: 2.1500 +2025-05-05 21:36:42,772 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:34:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.1787, loss: 2.1787 +2025-05-05 21:37:28,157 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:33:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 2.1666, loss: 2.1666 +2025-05-05 21:38:13,541 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:32:56, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.2229, loss: 2.2229 +2025-05-05 21:38:58,863 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:32:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.1772, loss: 2.1772 +2025-05-05 21:39:44,113 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:31:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1265, loss: 2.1265 +2025-05-05 21:40:29,342 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:30:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9994, loss_cls: 2.1893, loss: 2.1893 +2025-05-05 21:41:14,553 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:29:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.3114, loss: 2.3114 +2025-05-05 21:41:59,712 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:29:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.2071, loss: 2.2071 +2025-05-05 21:42:44,833 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:28:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.2315, loss: 2.2315 +2025-05-05 21:43:29,945 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:27:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.2153, loss: 2.2153 +2025-05-05 21:44:15,010 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:26:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.3209, loss: 2.3209 +2025-05-05 21:45:00,105 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:26:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.3145, loss: 2.3145 +2025-05-05 21:45:45,408 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:25:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2524, loss: 2.2524 +2025-05-05 21:46:30,533 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:24:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.3315, loss: 2.3315 +2025-05-05 21:47:15,682 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:23:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1520, loss: 2.1520 +2025-05-05 21:48:00,727 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:22:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.2808, loss: 2.2808 +2025-05-05 21:48:45,986 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:22:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2553, loss: 2.2553 +2025-05-05 21:49:31,239 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:21:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.3376, loss: 2.3376 +2025-05-05 21:50:16,396 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:20:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.3238, loss: 2.3238 +2025-05-05 21:51:01,534 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:19:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.2935, loss: 2.2935 +2025-05-05 21:51:46,680 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:19:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3130, loss: 2.3130 +2025-05-05 21:52:31,871 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:18:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.3230, loss: 2.3230 +2025-05-05 21:53:17,006 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:17:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 2.2805, loss: 2.2805 +2025-05-05 21:54:02,172 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:16:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.3067, loss: 2.3067 +2025-05-05 21:54:47,354 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:16:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 2.2988, loss: 2.2988 +2025-05-05 21:55:32,561 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:15:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.2976, loss: 2.2976 +2025-05-05 21:56:17,769 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:14:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.2571, loss: 2.2571 +2025-05-05 21:57:02,955 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:13:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.4545, loss: 2.4545 +2025-05-05 21:57:48,175 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:12:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.2284, loss: 2.2284 +2025-05-05 21:58:33,395 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:12:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.2507, loss: 2.2507 +2025-05-05 21:58:36,113 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-05 22:02:43,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 22:02:44,567 - pyskl - INFO - +top1_acc 0.8708 +top5_acc 0.9775 +2025-05-05 22:02:44,635 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_106.pth was removed +2025-05-05 22:02:45,796 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-05-05 22:02:45,798 - pyskl - INFO - Best top1_acc is 0.8708 at 108 epoch. +2025-05-05 22:02:45,829 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8708, top5_acc: 0.9775 +2025-05-05 22:03:54,230 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:11:32, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.1357, loss: 2.1357 +2025-05-05 22:04:39,408 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:10:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1474, loss: 2.1474 +2025-05-05 22:05:24,662 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:10:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.1775, loss: 2.1775 +2025-05-05 22:06:09,935 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:09:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1201, loss: 2.1201 +2025-05-05 22:06:55,097 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:08:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.2130, loss: 2.2130 +2025-05-05 22:07:40,177 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:07:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.2131, loss: 2.2131 +2025-05-05 22:08:25,271 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:06:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.2452, loss: 2.2452 +2025-05-05 22:09:10,762 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:06:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.2792, loss: 2.2792 +2025-05-05 22:09:56,039 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:05:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.2514, loss: 2.2514 +2025-05-05 22:10:41,261 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:04:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.1809, loss: 2.1809 +2025-05-05 22:11:27,163 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:03:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.2576, loss: 2.2576 +2025-05-05 22:12:13,282 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:03:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.1818, loss: 2.1818 +2025-05-05 22:12:59,319 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:02:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2769, loss: 2.2769 +2025-05-05 22:13:45,225 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:01:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.2180, loss: 2.2180 +2025-05-05 22:14:31,015 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 18:00:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.2414, loss: 2.2414 +2025-05-05 22:15:16,812 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 18:00:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.2237, loss: 2.2237 +2025-05-05 22:16:02,639 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:59:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.2044, loss: 2.2044 +2025-05-05 22:16:48,507 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:58:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.2478, loss: 2.2478 +2025-05-05 22:17:34,304 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:57:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.2211, loss: 2.2211 +2025-05-05 22:18:20,087 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:57:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.2638, loss: 2.2638 +2025-05-05 22:19:05,871 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:56:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.3384, loss: 2.3384 +2025-05-05 22:19:51,654 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:55:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.2943, loss: 2.2943 +2025-05-05 22:20:37,415 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:54:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.2014, loss: 2.2014 +2025-05-05 22:21:23,172 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:53:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.3250, loss: 2.3250 +2025-05-05 22:22:08,942 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:53:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.1399, loss: 2.1399 +2025-05-05 22:22:54,883 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:52:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.2404, loss: 2.2404 +2025-05-05 22:23:40,690 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:51:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.2665, loss: 2.2665 +2025-05-05 22:24:26,487 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:50:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.3150, loss: 2.3150 +2025-05-05 22:25:12,295 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:50:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.2085, loss: 2.2085 +2025-05-05 22:25:57,997 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:49:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1985, loss: 2.1985 +2025-05-05 22:26:43,790 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:48:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.3306, loss: 2.3306 +2025-05-05 22:27:29,614 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:47:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 2.1937, loss: 2.1937 +2025-05-05 22:28:15,466 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:47:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.2875, loss: 2.2875 +2025-05-05 22:29:01,223 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:46:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1745, loss: 2.1745 +2025-05-05 22:29:03,948 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-05 22:33:12,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 22:33:12,596 - pyskl - INFO - +top1_acc 0.8704 +top5_acc 0.9757 +2025-05-05 22:33:12,622 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8704, top5_acc: 0.9757 +2025-05-05 22:34:21,558 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:45:37, time: 0.689, data_time: 0.236, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.1866, loss: 2.1866 +2025-05-05 22:35:06,883 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:44:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.1444, loss: 2.1444 +2025-05-05 22:35:52,083 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:44:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.2415, loss: 2.2415 +2025-05-05 22:36:37,160 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:43:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0528, loss: 2.0528 +2025-05-05 22:37:22,275 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:42:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1001, loss: 2.1001 +2025-05-05 22:38:07,757 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:41:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.1770, loss: 2.1770 +2025-05-05 22:38:52,949 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:41:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.2147, loss: 2.2147 +2025-05-05 22:39:38,276 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:40:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 2.1456, loss: 2.1456 +2025-05-05 22:40:23,574 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:39:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 2.2414, loss: 2.2414 +2025-05-05 22:41:09,036 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:38:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1612, loss: 2.1612 +2025-05-05 22:41:54,156 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:37:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.2538, loss: 2.2538 +2025-05-05 22:42:39,138 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:37:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1936, loss: 2.1936 +2025-05-05 22:43:24,234 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:36:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.2657, loss: 2.2657 +2025-05-05 22:44:09,266 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:35:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2091, loss: 2.2091 +2025-05-05 22:44:54,294 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:34:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.2183, loss: 2.2183 +2025-05-05 22:45:39,438 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:34:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 1.0000, loss_cls: 2.1506, loss: 2.1506 +2025-05-05 22:46:24,558 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:33:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.1552, loss: 2.1552 +2025-05-05 22:47:09,666 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:32:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.2155, loss: 2.2155 +2025-05-05 22:47:54,838 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:31:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.2863, loss: 2.2863 +2025-05-05 22:48:39,943 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:31:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1475, loss: 2.1475 +2025-05-05 22:49:25,082 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:30:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.2018, loss: 2.2018 +2025-05-05 22:50:10,159 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:29:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9994, loss_cls: 2.1928, loss: 2.1928 +2025-05-05 22:50:55,211 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:28:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.2013, loss: 2.2013 +2025-05-05 22:51:40,349 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:27:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.2934, loss: 2.2934 +2025-05-05 22:52:25,520 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:27:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.2420, loss: 2.2420 +2025-05-05 22:53:10,539 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:26:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.2970, loss: 2.2970 +2025-05-05 22:53:55,574 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:25:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.2175, loss: 2.2175 +2025-05-05 22:54:40,758 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:24:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.1854, loss: 2.1854 +2025-05-05 22:55:25,845 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:24:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2148, loss: 2.2148 +2025-05-05 22:56:11,069 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:23:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.2142, loss: 2.2142 +2025-05-05 22:56:56,179 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:22:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.2802, loss: 2.2802 +2025-05-05 22:57:41,436 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:21:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.3010, loss: 2.3010 +2025-05-05 22:58:26,566 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:21:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.2233, loss: 2.2233 +2025-05-05 22:59:11,838 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:20:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.3061, loss: 2.3061 +2025-05-05 22:59:14,524 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-05 23:03:27,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 23:03:27,703 - pyskl - INFO - +top1_acc 0.8725 +top5_acc 0.9773 +2025-05-05 23:03:27,767 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_108.pth was removed +2025-05-05 23:03:28,960 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-05-05 23:03:28,962 - pyskl - INFO - Best top1_acc is 0.8725 at 110 epoch. +2025-05-05 23:03:28,999 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8725, top5_acc: 0.9773 +2025-05-05 23:04:38,699 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:19:37, time: 0.697, data_time: 0.243, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.1081, loss: 2.1081 +2025-05-05 23:05:24,300 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:18:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1486, loss: 2.1486 +2025-05-05 23:06:09,799 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:18:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.0983, loss: 2.0983 +2025-05-05 23:06:55,359 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:17:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.2484, loss: 2.2484 +2025-05-05 23:07:40,748 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:16:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.2257, loss: 2.2257 +2025-05-05 23:08:26,071 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:15:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.1652, loss: 2.1652 +2025-05-05 23:09:11,266 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:15:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.1991, loss: 2.1991 +2025-05-05 23:09:56,427 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:14:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.2111, loss: 2.2111 +2025-05-05 23:10:41,695 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:13:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1858, loss: 2.1858 +2025-05-05 23:11:27,107 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:12:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1505, loss: 2.1505 +2025-05-05 23:12:12,353 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:11:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1730, loss: 2.1730 +2025-05-05 23:12:57,495 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:11:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.0877, loss: 2.0877 +2025-05-05 23:13:42,728 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:10:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1907, loss: 2.1907 +2025-05-05 23:14:27,920 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:09:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.2331, loss: 2.2331 +2025-05-05 23:15:13,125 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:08:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.1696, loss: 2.1696 +2025-05-05 23:15:58,384 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:08:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.1718, loss: 2.1718 +2025-05-05 23:16:43,700 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:07:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1492, loss: 2.1492 +2025-05-05 23:17:29,057 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:06:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0999, loss: 2.0999 +2025-05-05 23:18:14,358 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:05:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.2001, loss: 2.2001 +2025-05-05 23:18:59,649 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:05:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0908, loss: 2.0908 +2025-05-05 23:19:44,859 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:04:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.2017, loss: 2.2017 +2025-05-05 23:20:30,005 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:03:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1130, loss: 2.1130 +2025-05-05 23:21:15,006 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:02:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1742, loss: 2.1742 +2025-05-05 23:22:00,040 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:01:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.1494, loss: 2.1494 +2025-05-05 23:22:45,120 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 17:01:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9975, loss_cls: 2.2470, loss: 2.2470 +2025-05-05 23:23:30,261 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 17:00:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.2204, loss: 2.2204 +2025-05-05 23:24:15,337 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:59:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.2581, loss: 2.2581 +2025-05-05 23:25:00,431 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:58:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1665, loss: 2.1665 +2025-05-05 23:25:45,550 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:58:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1386, loss: 2.1386 +2025-05-05 23:26:30,653 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:57:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1540, loss: 2.1540 +2025-05-05 23:27:15,927 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:56:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.2809, loss: 2.2809 +2025-05-05 23:28:01,430 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:55:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.2789, loss: 2.2789 +2025-05-05 23:28:46,711 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:55:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.2045, loss: 2.2045 +2025-05-05 23:29:32,079 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:54:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 2.1913, loss: 2.1913 +2025-05-05 23:29:34,712 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-05 23:33:47,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-05 23:33:47,901 - pyskl - INFO - +top1_acc 0.8619 +top5_acc 0.9754 +2025-05-05 23:33:47,921 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8619, top5_acc: 0.9754 +2025-05-05 23:34:56,470 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:53:37, time: 0.685, data_time: 0.235, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.1384, loss: 2.1384 +2025-05-05 23:35:41,646 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:52:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.1078, loss: 2.1078 +2025-05-05 23:36:26,993 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:52:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.2054, loss: 2.2054 +2025-05-05 23:37:12,219 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:51:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.1571, loss: 2.1571 +2025-05-05 23:37:57,469 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:50:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0439, loss: 2.0439 +2025-05-05 23:38:42,696 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:49:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.1459, loss: 2.1459 +2025-05-05 23:39:27,946 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:49:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0961, loss: 2.0961 +2025-05-05 23:40:13,261 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:48:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0962, loss: 2.0962 +2025-05-05 23:40:58,518 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:47:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0148, loss: 2.0148 +2025-05-05 23:41:43,702 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:46:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1967, loss: 2.1967 +2025-05-05 23:42:28,854 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:45:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.1971, loss: 2.1971 +2025-05-05 23:43:14,016 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:45:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0500, loss: 2.0500 +2025-05-05 23:43:59,154 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:44:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.1647, loss: 2.1647 +2025-05-05 23:44:44,357 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:43:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.1654, loss: 2.1654 +2025-05-05 23:45:29,434 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:42:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.2408, loss: 2.2408 +2025-05-05 23:46:14,624 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:42:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0779, loss: 2.0779 +2025-05-05 23:46:59,828 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:41:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.1980, loss: 2.1980 +2025-05-05 23:47:44,913 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:40:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.1236, loss: 2.1236 +2025-05-05 23:48:29,928 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:39:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0813, loss: 2.0813 +2025-05-05 23:49:15,051 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:39:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.1843, loss: 2.1843 +2025-05-05 23:50:00,200 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:38:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1433, loss: 2.1433 +2025-05-05 23:50:45,438 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:37:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0582, loss: 2.0582 +2025-05-05 23:51:30,630 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:36:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.1110, loss: 2.1110 +2025-05-05 23:52:15,762 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:35:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.1268, loss: 2.1268 +2025-05-05 23:53:00,866 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:35:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.2043, loss: 2.2043 +2025-05-05 23:53:46,028 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:34:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.2126, loss: 2.2126 +2025-05-05 23:54:31,220 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:33:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.1905, loss: 2.1905 +2025-05-05 23:55:16,352 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:32:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.1184, loss: 2.1184 +2025-05-05 23:56:01,550 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:32:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 2.2133, loss: 2.2133 +2025-05-05 23:56:46,699 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:31:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.1058, loss: 2.1058 +2025-05-05 23:57:31,786 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:30:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.1099, loss: 2.1099 +2025-05-05 23:58:16,964 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:29:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1898, loss: 2.1898 +2025-05-05 23:59:02,098 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:29:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.2232, loss: 2.2232 +2025-05-05 23:59:47,266 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:28:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1505, loss: 2.1505 +2025-05-05 23:59:49,886 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-06 00:03:58,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 00:03:59,082 - pyskl - INFO - +top1_acc 0.8582 +top5_acc 0.9742 +2025-05-06 00:03:59,119 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8582, top5_acc: 0.9742 +2025-05-06 00:05:08,469 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:27:36, time: 0.693, data_time: 0.240, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.0948, loss: 2.0948 +2025-05-06 00:05:53,795 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:26:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0419, loss: 2.0419 +2025-05-06 00:06:39,201 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:26:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0129, loss: 2.0129 +2025-05-06 00:07:24,522 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:25:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.1047, loss: 2.1047 +2025-05-06 00:08:09,748 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:24:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0618, loss: 2.0618 +2025-05-06 00:08:54,901 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:23:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0756, loss: 2.0756 +2025-05-06 00:09:40,008 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:23:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0975, loss: 2.0975 +2025-05-06 00:10:25,189 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:22:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0574, loss: 2.0574 +2025-05-06 00:11:10,351 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:21:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0852, loss: 2.0852 +2025-05-06 00:11:55,555 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:20:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.1288, loss: 2.1288 +2025-05-06 00:12:40,746 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:19:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.0310, loss: 2.0310 +2025-05-06 00:13:25,892 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:19:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.1063, loss: 2.1063 +2025-05-06 00:14:11,075 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:18:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.1345, loss: 2.1345 +2025-05-06 00:14:56,264 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:17:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1777, loss: 2.1777 +2025-05-06 00:15:41,371 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:16:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0742, loss: 2.0742 +2025-05-06 00:16:26,552 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:16:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0976, loss: 2.0976 +2025-05-06 00:17:11,733 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:15:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.1489, loss: 2.1489 +2025-05-06 00:17:56,934 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:14:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.1685, loss: 2.1685 +2025-05-06 00:18:42,192 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:13:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.1196, loss: 2.1196 +2025-05-06 00:19:27,386 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:13:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 2.1160, loss: 2.1160 +2025-05-06 00:20:12,585 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:12:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0734, loss: 2.0734 +2025-05-06 00:20:57,849 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:11:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.1882, loss: 2.1882 +2025-05-06 00:21:43,018 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:10:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.2289, loss: 2.2289 +2025-05-06 00:22:28,134 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:09:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0632, loss: 2.0632 +2025-05-06 00:23:13,260 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:09:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.1271, loss: 2.1271 +2025-05-06 00:23:58,427 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:08:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.1533, loss: 2.1533 +2025-05-06 00:24:43,580 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:07:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0862, loss: 2.0862 +2025-05-06 00:25:28,765 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:06:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.2184, loss: 2.2184 +2025-05-06 00:26:13,939 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:06:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.2101, loss: 2.2101 +2025-05-06 00:26:59,134 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:05:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1171, loss: 2.1171 +2025-05-06 00:27:44,356 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:04:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2379, loss: 2.2379 +2025-05-06 00:28:29,559 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:03:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.1590, loss: 2.1590 +2025-05-06 00:29:14,764 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:03:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0890, loss: 2.0890 +2025-05-06 00:30:00,130 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:02:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.1786, loss: 2.1786 +2025-05-06 00:30:02,864 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-06 00:34:11,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 00:34:12,512 - pyskl - INFO - +top1_acc 0.8777 +top5_acc 0.9783 +2025-05-06 00:34:12,570 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_110.pth was removed +2025-05-06 00:34:13,633 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-06 00:34:13,634 - pyskl - INFO - Best top1_acc is 0.8777 at 113 epoch. +2025-05-06 00:34:13,654 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8777, top5_acc: 0.9783 +2025-05-06 00:35:22,398 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:01:35, time: 0.687, data_time: 0.235, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0424, loss: 2.0424 +2025-05-06 00:36:07,632 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 16:00:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.9876, loss: 1.9876 +2025-05-06 00:36:52,932 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 16:00:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.0282, loss: 2.0282 +2025-05-06 00:37:38,189 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:59:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 2.0510, loss: 2.0510 +2025-05-06 00:38:23,426 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:58:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 2.0224, loss: 2.0224 +2025-05-06 00:39:08,676 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:57:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.0084, loss: 2.0084 +2025-05-06 00:39:53,823 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:56:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9978, loss: 1.9978 +2025-05-06 00:40:39,066 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:56:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0689, loss: 2.0689 +2025-05-06 00:41:24,282 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:55:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0454, loss: 2.0454 +2025-05-06 00:42:09,571 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:54:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.0664, loss: 2.0664 +2025-05-06 00:42:54,818 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:53:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.1154, loss: 2.1154 +2025-05-06 00:43:40,156 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:53:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0584, loss: 2.0584 +2025-05-06 00:44:25,315 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:52:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.0716, loss: 2.0716 +2025-05-06 00:45:10,422 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:51:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0949, loss: 2.0949 +2025-05-06 00:45:55,552 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:50:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0996, loss: 2.0996 +2025-05-06 00:46:40,832 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:50:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0579, loss: 2.0579 +2025-05-06 00:47:26,315 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:49:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 2.0462, loss: 2.0462 +2025-05-06 00:48:11,644 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:48:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.1134, loss: 2.1134 +2025-05-06 00:48:57,076 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:47:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 2.0420, loss: 2.0420 +2025-05-06 00:49:42,442 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:47:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0233, loss: 2.0233 +2025-05-06 00:50:27,722 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:46:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 2.0973, loss: 2.0973 +2025-05-06 00:51:13,052 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:45:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.1132, loss: 2.1132 +2025-05-06 00:51:58,264 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:44:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0202, loss: 2.0202 +2025-05-06 00:52:43,474 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:43:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0941, loss: 2.0941 +2025-05-06 00:53:28,704 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:43:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0978, loss: 2.0978 +2025-05-06 00:54:13,919 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:42:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.1503, loss: 2.1503 +2025-05-06 00:54:59,238 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:41:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0266, loss: 2.0266 +2025-05-06 00:55:44,490 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:40:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 2.0867, loss: 2.0867 +2025-05-06 00:56:29,768 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:40:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.0571, loss: 2.0571 +2025-05-06 00:57:14,984 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:39:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 2.2013, loss: 2.2013 +2025-05-06 00:58:00,050 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:38:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.1575, loss: 2.1575 +2025-05-06 00:58:45,275 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:37:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.1695, loss: 2.1695 +2025-05-06 00:59:30,556 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:37:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.2419, loss: 2.2419 +2025-05-06 01:00:15,860 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:36:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0349, loss: 2.0349 +2025-05-06 01:00:18,550 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-06 01:04:27,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 01:04:28,056 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9791 +2025-05-06 01:04:28,113 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_113.pth was removed +2025-05-06 01:04:29,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-05-06 01:04:29,198 - pyskl - INFO - Best top1_acc is 0.8809 at 114 epoch. +2025-05-06 01:04:29,221 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8809, top5_acc: 0.9791 +2025-05-06 01:05:37,554 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:35:35, time: 0.683, data_time: 0.231, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0350, loss: 2.0350 +2025-05-06 01:06:22,730 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:34:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0307, loss: 2.0307 +2025-05-06 01:07:07,995 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:34:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9849, loss: 1.9849 +2025-05-06 01:07:53,250 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:33:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.0161, loss: 2.0161 +2025-05-06 01:08:38,486 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:32:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 2.0264, loss: 2.0264 +2025-05-06 01:09:23,705 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:31:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9292, loss: 1.9292 +2025-05-06 01:10:08,845 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:30:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0800, loss: 2.0800 +2025-05-06 01:10:53,954 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:30:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0427, loss: 2.0427 +2025-05-06 01:11:39,089 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:29:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.9609, loss: 1.9609 +2025-05-06 01:12:24,245 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:28:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0011, loss: 2.0011 +2025-05-06 01:13:09,414 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:27:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.1009, loss: 2.1009 +2025-05-06 01:13:54,596 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:27:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0982, loss: 2.0982 +2025-05-06 01:14:39,747 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:26:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0307, loss: 2.0307 +2025-05-06 01:15:24,882 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:25:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.1284, loss: 2.1284 +2025-05-06 01:16:10,050 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:24:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.1531, loss: 2.1531 +2025-05-06 01:16:55,454 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:24:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0263, loss: 2.0263 +2025-05-06 01:17:40,728 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:23:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0599, loss: 2.0599 +2025-05-06 01:18:25,893 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:22:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0419, loss: 2.0419 +2025-05-06 01:19:11,097 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:21:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0926, loss: 2.0926 +2025-05-06 01:19:56,282 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:21:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0717, loss: 2.0717 +2025-05-06 01:20:41,670 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:20:14, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 2.0798, loss: 2.0798 +2025-05-06 01:21:27,207 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:19:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0582, loss: 2.0582 +2025-05-06 01:22:12,712 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:18:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0540, loss: 2.0540 +2025-05-06 01:22:58,107 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:17:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0893, loss: 2.0893 +2025-05-06 01:23:43,464 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:17:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0728, loss: 2.0728 +2025-05-06 01:24:28,826 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:16:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.1238, loss: 2.1238 +2025-05-06 01:25:14,176 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:15:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0175, loss: 2.0175 +2025-05-06 01:25:59,482 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:14:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.0625, loss: 2.0625 +2025-05-06 01:26:44,831 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:14:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.1097, loss: 2.1097 +2025-05-06 01:27:30,022 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:13:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.1214, loss: 2.1214 +2025-05-06 01:28:15,346 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:12:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 2.1249, loss: 2.1249 +2025-05-06 01:29:00,625 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:11:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1238, loss: 2.1238 +2025-05-06 01:29:45,755 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:11:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.0736, loss: 2.0736 +2025-05-06 01:30:30,938 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:10:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.0476, loss: 2.0476 +2025-05-06 01:30:33,658 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-06 01:34:41,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 01:34:42,428 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9784 +2025-05-06 01:34:42,450 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8765, top5_acc: 0.9784 +2025-05-06 01:35:50,673 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:09:35, time: 0.682, data_time: 0.229, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.9769, loss: 1.9769 +2025-05-06 01:36:35,872 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:08:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9068, loss: 1.9068 +2025-05-06 01:37:21,060 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:08:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0341, loss: 2.0341 +2025-05-06 01:38:06,162 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:07:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9998, loss: 1.9998 +2025-05-06 01:38:51,403 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:06:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9977, loss: 1.9977 +2025-05-06 01:39:36,545 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:05:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.9621, loss: 1.9621 +2025-05-06 01:40:21,768 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:04:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.9894, loss: 1.9894 +2025-05-06 01:41:06,842 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:04:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0214, loss: 2.0214 +2025-05-06 01:41:51,988 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:03:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0373, loss: 2.0373 +2025-05-06 01:42:37,114 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:02:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0283, loss: 2.0283 +2025-05-06 01:43:22,170 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:01:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0653, loss: 2.0653 +2025-05-06 01:44:07,299 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 15:01:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0485, loss: 2.0485 +2025-05-06 01:44:52,401 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 15:00:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.1222, loss: 2.1222 +2025-05-06 01:45:37,506 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:59:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0570, loss: 2.0570 +2025-05-06 01:46:22,643 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:58:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0289, loss: 2.0289 +2025-05-06 01:47:07,863 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:58:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0663, loss: 2.0663 +2025-05-06 01:47:52,909 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:57:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.1377, loss: 2.1377 +2025-05-06 01:48:37,981 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:56:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.0401, loss: 2.0401 +2025-05-06 01:49:22,964 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:55:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0550, loss: 2.0550 +2025-05-06 01:50:08,038 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:55:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9972, loss: 1.9972 +2025-05-06 01:50:53,112 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:54:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0845, loss: 2.0845 +2025-05-06 01:51:38,306 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:53:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0439, loss: 2.0439 +2025-05-06 01:52:23,509 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:52:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0337, loss: 2.0337 +2025-05-06 01:53:08,694 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:51:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.0492, loss: 2.0492 +2025-05-06 01:53:53,959 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:51:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9551, loss: 1.9551 +2025-05-06 01:54:39,131 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:50:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0402, loss: 2.0402 +2025-05-06 01:55:24,460 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:49:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 2.0921, loss: 2.0921 +2025-05-06 01:56:09,626 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:48:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0792, loss: 2.0792 +2025-05-06 01:56:54,718 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:48:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0470, loss: 2.0470 +2025-05-06 01:57:39,941 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:47:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0038, loss: 2.0038 +2025-05-06 01:58:25,171 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:46:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.1906, loss: 2.1906 +2025-05-06 01:59:10,402 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:45:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.0657, loss: 2.0657 +2025-05-06 01:59:55,641 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:45:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0582, loss: 2.0582 +2025-05-06 02:00:40,888 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:44:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 2.0552, loss: 2.0552 +2025-05-06 02:00:43,532 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-06 02:04:55,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:04:56,419 - pyskl - INFO - +top1_acc 0.8813 +top5_acc 0.9784 +2025-05-06 02:04:56,484 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_114.pth was removed +2025-05-06 02:04:57,597 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-05-06 02:04:57,599 - pyskl - INFO - Best top1_acc is 0.8813 at 116 epoch. +2025-05-06 02:04:57,622 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8813, top5_acc: 0.9784 +2025-05-06 02:06:05,825 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:43:33, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0393, loss: 2.0393 +2025-05-06 02:06:51,093 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:42:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.9805, loss: 1.9805 +2025-05-06 02:07:36,235 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:42:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.9809, loss: 1.9809 +2025-05-06 02:08:21,588 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:41:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9438, loss: 1.9438 +2025-05-06 02:09:07,179 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:40:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.9541, loss: 1.9541 +2025-05-06 02:09:52,457 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:39:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9656, loss: 1.9656 +2025-05-06 02:10:37,753 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:38:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9096, loss: 1.9096 +2025-05-06 02:11:22,979 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:38:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0146, loss: 2.0146 +2025-05-06 02:12:08,225 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:37:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0501, loss: 2.0501 +2025-05-06 02:12:53,367 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:36:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0459, loss: 2.0459 +2025-05-06 02:13:38,558 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:35:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.0233, loss: 2.0233 +2025-05-06 02:14:23,759 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:35:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0167, loss: 2.0167 +2025-05-06 02:15:08,946 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:34:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9479, loss: 1.9479 +2025-05-06 02:15:54,196 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:33:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.9964, loss: 1.9964 +2025-05-06 02:16:39,376 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:32:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0446, loss: 2.0446 +2025-05-06 02:17:24,620 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:32:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0003, loss: 2.0003 +2025-05-06 02:18:09,645 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:31:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0113, loss: 2.0113 +2025-05-06 02:18:54,734 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:30:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0442, loss: 2.0442 +2025-05-06 02:19:39,782 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:29:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0066, loss: 2.0066 +2025-05-06 02:20:24,857 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:28:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0295, loss: 2.0295 +2025-05-06 02:21:10,022 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:28:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.9222, loss: 1.9222 +2025-05-06 02:21:55,174 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:27:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9429, loss: 1.9429 +2025-05-06 02:22:40,353 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:26:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.9951, loss: 1.9951 +2025-05-06 02:23:25,491 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:25:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.9875, loss: 1.9875 +2025-05-06 02:24:10,660 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:25:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.9684, loss: 1.9684 +2025-05-06 02:24:55,874 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:24:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.9752, loss: 1.9752 +2025-05-06 02:25:40,967 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:23:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0833, loss: 2.0833 +2025-05-06 02:26:26,121 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:22:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.9525, loss: 1.9525 +2025-05-06 02:27:11,352 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:22:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.9871, loss: 1.9871 +2025-05-06 02:27:56,554 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:21:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.0538, loss: 2.0538 +2025-05-06 02:28:41,769 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:20:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0362, loss: 2.0362 +2025-05-06 02:29:27,042 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:19:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9746, loss: 1.9746 +2025-05-06 02:30:12,286 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:19:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0262, loss: 2.0262 +2025-05-06 02:30:57,673 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:18:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0047, loss: 2.0047 +2025-05-06 02:31:00,409 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-06 02:35:12,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 02:35:13,410 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9792 +2025-05-06 02:35:13,434 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8794, top5_acc: 0.9792 +2025-05-06 02:36:21,595 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:17:33, time: 0.682, data_time: 0.231, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.9303, loss: 1.9303 +2025-05-06 02:37:06,737 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:16:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9412, loss: 1.9412 +2025-05-06 02:37:51,908 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:16:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9114, loss: 1.9114 +2025-05-06 02:38:37,103 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:15:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9192, loss: 1.9192 +2025-05-06 02:39:22,310 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:14:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8768, loss: 1.8768 +2025-05-06 02:40:07,503 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:13:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 +2025-05-06 02:40:52,639 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:12:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9214, loss: 1.9214 +2025-05-06 02:41:37,746 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:12:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0307, loss: 2.0307 +2025-05-06 02:42:22,924 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:11:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9146, loss: 1.9146 +2025-05-06 02:43:08,053 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:10:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9371, loss: 1.9371 +2025-05-06 02:43:53,234 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:09:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2025-05-06 02:44:38,415 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:09:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9941, loss: 1.9941 +2025-05-06 02:45:23,574 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:08:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0268, loss: 2.0268 +2025-05-06 02:46:08,748 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:07:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.0097, loss: 2.0097 +2025-05-06 02:46:53,900 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:06:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.9117, loss: 1.9117 +2025-05-06 02:47:39,187 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:06:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8915, loss: 1.8915 +2025-05-06 02:48:24,372 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:05:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9190, loss: 1.9190 +2025-05-06 02:49:09,517 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:04:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9500, loss: 1.9500 +2025-05-06 02:49:54,674 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:03:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.9573, loss: 1.9573 +2025-05-06 02:50:39,875 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:02:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9209, loss: 1.9209 +2025-05-06 02:51:25,134 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:02:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9229, loss: 1.9229 +2025-05-06 02:52:10,311 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 14:01:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.9852, loss: 1.9852 +2025-05-06 02:52:55,434 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 14:00:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8946, loss: 1.8946 +2025-05-06 02:53:40,567 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:59:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0263, loss: 2.0263 +2025-05-06 02:54:25,809 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:59:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.9455, loss: 1.9455 +2025-05-06 02:55:10,953 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:58:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0300, loss: 2.0300 +2025-05-06 02:55:56,215 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:57:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.9818, loss: 1.9818 +2025-05-06 02:56:41,605 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:56:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.9042, loss: 1.9042 +2025-05-06 02:57:26,836 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:56:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9074, loss: 1.9074 +2025-05-06 02:58:11,926 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:55:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 2.0023, loss: 2.0023 +2025-05-06 02:58:56,976 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:54:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0867, loss: 2.0867 +2025-05-06 02:59:42,159 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:53:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.9341, loss: 1.9341 +2025-05-06 03:00:27,503 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:53:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9721, loss: 1.9721 +2025-05-06 03:01:12,643 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:52:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9702, loss: 1.9702 +2025-05-06 03:01:15,348 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-06 03:05:23,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 03:05:23,809 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9785 +2025-05-06 03:05:23,871 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_116.pth was removed +2025-05-06 03:05:25,002 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-06 03:05:25,003 - pyskl - INFO - Best top1_acc is 0.8900 at 118 epoch. +2025-05-06 03:05:25,029 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8900, top5_acc: 0.9785 +2025-05-06 03:06:33,295 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:51:32, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.8477, loss: 1.8477 +2025-05-06 03:07:18,415 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:50:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8985, loss: 1.8985 +2025-05-06 03:08:03,589 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:50:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8890, loss: 1.8890 +2025-05-06 03:08:48,659 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:49:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.9158, loss: 1.9158 +2025-05-06 03:09:33,799 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:48:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8961, loss: 1.8961 +2025-05-06 03:10:18,909 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:47:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.9483, loss: 1.9483 +2025-05-06 03:11:04,027 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:46:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8943, loss: 1.8943 +2025-05-06 03:11:49,109 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:46:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.9247, loss: 1.9247 +2025-05-06 03:12:34,260 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:45:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.9694, loss: 1.9694 +2025-05-06 03:13:19,429 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:44:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9283, loss: 1.9283 +2025-05-06 03:14:04,618 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:43:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.8838, loss: 1.8838 +2025-05-06 03:14:49,799 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:43:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9257, loss: 1.9257 +2025-05-06 03:15:34,967 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:42:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8396, loss: 1.8396 +2025-05-06 03:16:20,156 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:41:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9504, loss: 1.9504 +2025-05-06 03:17:05,199 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:40:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8994, loss: 1.8994 +2025-05-06 03:17:50,396 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:40:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9516, loss: 1.9516 +2025-05-06 03:18:35,812 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:39:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.8577, loss: 1.8577 +2025-05-06 03:19:21,185 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:38:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8900, loss: 1.8900 +2025-05-06 03:20:06,431 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:37:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8928, loss: 1.8928 +2025-05-06 03:20:51,584 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:36:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.9332, loss: 1.9332 +2025-05-06 03:21:36,733 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:36:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8993, loss: 1.8993 +2025-05-06 03:22:21,868 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:35:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9085, loss: 1.9085 +2025-05-06 03:23:07,078 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:34:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9794, loss: 1.9794 +2025-05-06 03:23:52,143 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:33:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.9309, loss: 1.9309 +2025-05-06 03:24:37,271 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:33:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.9470, loss: 1.9470 +2025-05-06 03:25:22,307 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:32:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9124, loss: 1.9124 +2025-05-06 03:26:07,446 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:31:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.9269, loss: 1.9269 +2025-05-06 03:26:52,466 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:30:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.8978, loss: 1.8978 +2025-05-06 03:27:37,487 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:30:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.9127, loss: 1.9127 +2025-05-06 03:28:22,734 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:29:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.0104, loss: 2.0104 +2025-05-06 03:29:07,579 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:28:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.8640, loss: 1.8640 +2025-05-06 03:29:52,616 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:27:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9812, loss: 1.9812 +2025-05-06 03:30:37,669 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:26:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.9730, loss: 1.9730 +2025-05-06 03:31:22,766 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:26:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9683, loss: 1.9683 +2025-05-06 03:31:25,455 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-06 03:35:33,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 03:35:33,828 - pyskl - INFO - +top1_acc 0.8858 +top5_acc 0.9795 +2025-05-06 03:35:33,849 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8858, top5_acc: 0.9795 +2025-05-06 03:36:41,869 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:25:30, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.9528, loss: 1.9528 +2025-05-06 03:37:27,018 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:24:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9101, loss: 1.9101 +2025-05-06 03:38:12,191 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:23:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8425, loss: 1.8425 +2025-05-06 03:38:57,426 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:23:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9126, loss: 1.9126 +2025-05-06 03:39:42,526 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:22:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.9304, loss: 1.9304 +2025-05-06 03:40:27,746 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:21:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.9271, loss: 1.9271 +2025-05-06 03:41:12,986 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:20:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8985, loss: 1.8985 +2025-05-06 03:41:58,115 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:20:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8371, loss: 1.8371 +2025-05-06 03:42:43,262 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:19:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8875, loss: 1.8875 +2025-05-06 03:43:28,297 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:18:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.9310, loss: 1.9310 +2025-05-06 03:44:13,409 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:17:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.8263, loss: 1.8263 +2025-05-06 03:44:58,501 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:17:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8914, loss: 1.8914 +2025-05-06 03:45:43,609 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:16:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8339, loss: 1.8339 +2025-05-06 03:46:28,717 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:15:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8926, loss: 1.8926 +2025-05-06 03:47:13,842 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:14:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.9700, loss: 1.9700 +2025-05-06 03:47:59,081 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:14:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8094, loss: 1.8094 +2025-05-06 03:48:44,199 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:13:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8337, loss: 1.8337 +2025-05-06 03:49:29,363 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:12:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0145, loss: 2.0145 +2025-05-06 03:50:14,445 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:11:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9158, loss: 1.9158 +2025-05-06 03:50:59,555 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:10:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9232, loss: 1.9232 +2025-05-06 03:51:44,794 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:10:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9214, loss: 1.9214 +2025-05-06 03:52:29,933 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:09:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8780, loss: 1.8780 +2025-05-06 03:53:14,954 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:08:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9561, loss: 1.9561 +2025-05-06 03:53:59,961 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:07:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.8967, loss: 1.8967 +2025-05-06 03:54:44,855 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:07:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8836, loss: 1.8836 +2025-05-06 03:55:29,936 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:06:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.9097, loss: 1.9097 +2025-05-06 03:56:14,955 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:05:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.9344, loss: 1.9344 +2025-05-06 03:57:00,152 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:04:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9107, loss: 1.9107 +2025-05-06 03:57:45,487 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:04:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.9064, loss: 1.9064 +2025-05-06 03:58:30,694 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:03:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8959, loss: 1.8959 +2025-05-06 03:59:15,889 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:02:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9388, loss: 1.9388 +2025-05-06 04:00:00,936 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:01:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9678, loss: 1.9678 +2025-05-06 04:00:46,088 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 13:00:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8440, loss: 1.8440 +2025-05-06 04:01:31,121 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 13:00:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.9402, loss: 1.9402 +2025-05-06 04:01:33,834 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-06 04:05:46,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 04:05:46,586 - pyskl - INFO - +top1_acc 0.8901 +top5_acc 0.9804 +2025-05-06 04:05:46,648 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_118.pth was removed +2025-05-06 04:05:47,776 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-05-06 04:05:47,778 - pyskl - INFO - Best top1_acc is 0.8901 at 120 epoch. +2025-05-06 04:05:47,801 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8901, top5_acc: 0.9804 +2025-05-06 04:06:56,178 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:59:29, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.8480, loss: 1.8480 +2025-05-06 04:07:41,420 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:58:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.8376, loss: 1.8376 +2025-05-06 04:08:26,778 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:57:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9115, loss: 1.9115 +2025-05-06 04:09:12,253 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:57:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8661, loss: 1.8661 +2025-05-06 04:09:57,421 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:56:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8878, loss: 1.8878 +2025-05-06 04:10:42,702 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:55:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8988, loss: 1.8988 +2025-05-06 04:11:27,993 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:54:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7489, loss: 1.7489 +2025-05-06 04:12:13,239 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:54:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.8573, loss: 1.8573 +2025-05-06 04:12:58,404 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:53:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8826, loss: 1.8826 +2025-05-06 04:13:43,611 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:52:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8892, loss: 1.8892 +2025-05-06 04:14:28,843 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:51:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.9463, loss: 1.9463 +2025-05-06 04:15:14,116 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:51:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.9099, loss: 1.9099 +2025-05-06 04:15:59,342 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:50:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8886, loss: 1.8886 +2025-05-06 04:16:44,556 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:49:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.9948, loss: 1.9948 +2025-05-06 04:17:29,736 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:48:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.8033, loss: 1.8033 +2025-05-06 04:18:14,979 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:48:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8729, loss: 1.8729 +2025-05-06 04:19:00,179 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:47:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.8773, loss: 1.8773 +2025-05-06 04:19:45,314 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:46:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7905, loss: 1.7905 +2025-05-06 04:20:30,421 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:45:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.9090, loss: 1.9090 +2025-05-06 04:21:15,559 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:44:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.8430, loss: 1.8430 +2025-05-06 04:22:00,870 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:44:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.8372, loss: 1.8372 +2025-05-06 04:22:46,202 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:43:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7832, loss: 1.7832 +2025-05-06 04:23:31,421 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:42:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.8941, loss: 1.8941 +2025-05-06 04:24:16,653 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:41:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8503, loss: 1.8503 +2025-05-06 04:25:01,954 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:41:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8652, loss: 1.8652 +2025-05-06 04:25:47,179 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:40:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.9559, loss: 1.9559 +2025-05-06 04:26:32,431 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:39:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.8574, loss: 1.8574 +2025-05-06 04:27:17,676 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:38:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8495, loss: 1.8495 +2025-05-06 04:28:02,891 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:38:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.9476, loss: 1.9476 +2025-05-06 04:28:48,164 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:37:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8715, loss: 1.8715 +2025-05-06 04:29:33,351 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:36:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8758, loss: 1.8758 +2025-05-06 04:30:18,807 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:35:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8827, loss: 1.8827 +2025-05-06 04:31:04,229 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:34:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8915, loss: 1.8915 +2025-05-06 04:31:49,476 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:34:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.9419, loss: 1.9419 +2025-05-06 04:31:52,152 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-06 04:36:00,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 04:36:00,577 - pyskl - INFO - +top1_acc 0.8897 +top5_acc 0.9803 +2025-05-06 04:36:00,601 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8897, top5_acc: 0.9803 +2025-05-06 04:37:08,942 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:33:29, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.8225, loss: 1.8225 +2025-05-06 04:37:54,037 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:32:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7064, loss: 1.7064 +2025-05-06 04:38:39,206 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:31:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.8169, loss: 1.8169 +2025-05-06 04:39:24,325 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:31:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7705, loss: 1.7705 +2025-05-06 04:40:09,491 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:30:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7443, loss: 1.7443 +2025-05-06 04:40:54,722 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:29:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8363, loss: 1.8363 +2025-05-06 04:41:39,954 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:28:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8363, loss: 1.8363 +2025-05-06 04:42:25,131 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:28:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8331, loss: 1.8331 +2025-05-06 04:43:10,356 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:27:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8700, loss: 1.8700 +2025-05-06 04:43:55,370 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:26:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8490, loss: 1.8490 +2025-05-06 04:44:40,250 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:25:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8229, loss: 1.8229 +2025-05-06 04:45:25,480 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:25:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7593, loss: 1.7593 +2025-05-06 04:46:10,813 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:24:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2025-05-06 04:46:55,937 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:23:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8216, loss: 1.8216 +2025-05-06 04:47:41,301 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:22:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8456, loss: 1.8456 +2025-05-06 04:48:26,596 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:21:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7832, loss: 1.7832 +2025-05-06 04:49:11,830 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:21:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8551, loss: 1.8551 +2025-05-06 04:49:57,055 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:20:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.9154, loss: 1.9154 +2025-05-06 04:50:42,271 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:19:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7907, loss: 1.7907 +2025-05-06 04:51:27,594 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:18:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.8017, loss: 1.8017 +2025-05-06 04:52:12,978 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:18:09, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8043, loss: 1.8043 +2025-05-06 04:52:58,147 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:17:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8551, loss: 1.8551 +2025-05-06 04:53:43,284 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:16:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7818, loss: 1.7818 +2025-05-06 04:54:28,308 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:15:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8278, loss: 1.8278 +2025-05-06 04:55:13,505 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:15:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8348, loss: 1.8348 +2025-05-06 04:55:58,693 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:14:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7967, loss: 1.7967 +2025-05-06 04:56:43,658 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:13:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.8971, loss: 1.8971 +2025-05-06 04:57:28,687 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:12:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.8922, loss: 1.8922 +2025-05-06 04:58:13,840 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:12:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.9140, loss: 1.9140 +2025-05-06 04:58:59,019 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:11:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8531, loss: 1.8531 +2025-05-06 04:59:44,219 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:10:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.9158, loss: 1.9158 +2025-05-06 05:00:29,390 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:09:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8517, loss: 1.8517 +2025-05-06 05:01:14,603 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:08:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8668, loss: 1.8668 +2025-05-06 05:01:59,866 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:08:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8711, loss: 1.8711 +2025-05-06 05:02:02,553 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-06 05:06:14,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 05:06:15,064 - pyskl - INFO - +top1_acc 0.8879 +top5_acc 0.9802 +2025-05-06 05:06:15,090 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8879, top5_acc: 0.9802 +2025-05-06 05:07:23,440 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:07:28, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9067, loss: 1.9067 +2025-05-06 05:08:08,572 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:06:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7926, loss: 1.7926 +2025-05-06 05:08:53,702 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:05:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8066, loss: 1.8066 +2025-05-06 05:09:38,887 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:05:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7892, loss: 1.7892 +2025-05-06 05:10:24,033 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:04:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.8146, loss: 1.8146 +2025-05-06 05:11:09,293 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:03:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7794, loss: 1.7794 +2025-05-06 05:11:54,665 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:02:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.8031, loss: 1.8031 +2025-05-06 05:12:39,947 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:02:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7842, loss: 1.7842 +2025-05-06 05:13:25,232 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 12:01:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.8399, loss: 1.8399 +2025-05-06 05:14:10,458 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 12:00:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7891, loss: 1.7891 +2025-05-06 05:14:55,732 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:59:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.8531, loss: 1.8531 +2025-05-06 05:15:41,081 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:59:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7217, loss: 1.7217 +2025-05-06 05:16:26,266 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:58:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8290, loss: 1.8290 +2025-05-06 05:17:11,515 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:57:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.8205, loss: 1.8205 +2025-05-06 05:17:56,739 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:56:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8007, loss: 1.8007 +2025-05-06 05:18:42,190 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:55:59, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7944, loss: 1.7944 +2025-05-06 05:19:27,427 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:55:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.8104, loss: 1.8104 +2025-05-06 05:20:12,670 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:54:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7272, loss: 1.7272 +2025-05-06 05:20:57,861 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:53:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8893, loss: 1.8893 +2025-05-06 05:21:43,066 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:52:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.8159, loss: 1.8159 +2025-05-06 05:22:28,407 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:52:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7553, loss: 1.7553 +2025-05-06 05:23:13,743 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:51:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7514, loss: 1.7514 +2025-05-06 05:23:58,983 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:50:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.8176, loss: 1.8176 +2025-05-06 05:24:44,417 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:49:51, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9219, loss: 1.9219 +2025-05-06 05:25:29,683 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:49:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8290, loss: 1.8290 +2025-05-06 05:26:14,894 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:48:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7493, loss: 1.7493 +2025-05-06 05:27:00,048 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:47:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7550, loss: 1.7550 +2025-05-06 05:27:45,475 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:46:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.8254, loss: 1.8254 +2025-05-06 05:28:30,789 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:46:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.8319, loss: 1.8319 +2025-05-06 05:29:16,011 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:45:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7895, loss: 1.7895 +2025-05-06 05:30:01,205 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:44:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.8412, loss: 1.8412 +2025-05-06 05:30:46,354 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:43:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8191, loss: 1.8191 +2025-05-06 05:31:31,566 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:42:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.8305, loss: 1.8305 +2025-05-06 05:32:16,843 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:42:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.8279, loss: 1.8279 +2025-05-06 05:32:19,553 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-06 05:36:27,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 05:36:27,994 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9794 +2025-05-06 05:36:28,021 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8895, top5_acc: 0.9794 +2025-05-06 05:37:36,049 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:41:28, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7773, loss: 1.7773 +2025-05-06 05:38:21,189 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:40:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7912, loss: 1.7912 +2025-05-06 05:39:06,306 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:39:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7962, loss: 1.7962 +2025-05-06 05:39:51,435 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:39:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7865, loss: 1.7865 +2025-05-06 05:40:36,576 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:38:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7907, loss: 1.7907 +2025-05-06 05:41:21,734 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:37:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7502, loss: 1.7502 +2025-05-06 05:42:06,856 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:36:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7776, loss: 1.7776 +2025-05-06 05:42:52,006 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:36:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7940, loss: 1.7940 +2025-05-06 05:43:37,145 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:35:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7923, loss: 1.7923 +2025-05-06 05:44:22,346 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:34:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7646, loss: 1.7646 +2025-05-06 05:45:07,512 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:33:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7461, loss: 1.7461 +2025-05-06 05:45:52,686 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:33:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7875, loss: 1.7875 +2025-05-06 05:46:37,855 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:32:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7633, loss: 1.7633 +2025-05-06 05:47:23,003 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:31:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7472, loss: 1.7472 +2025-05-06 05:48:08,260 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:30:44, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7491, loss: 1.7491 +2025-05-06 05:48:53,416 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:29:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.8053, loss: 1.8053 +2025-05-06 05:49:38,662 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:29:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7824, loss: 1.7824 +2025-05-06 05:50:23,947 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:28:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8172, loss: 1.8172 +2025-05-06 05:51:09,105 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:27:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7834, loss: 1.7834 +2025-05-06 05:51:54,172 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:26:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.8172, loss: 1.8172 +2025-05-06 05:52:39,593 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:26:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7278, loss: 1.7278 +2025-05-06 05:53:25,007 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:25:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7792, loss: 1.7792 +2025-05-06 05:54:10,387 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:24:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.8273, loss: 1.8273 +2025-05-06 05:54:55,735 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:23:51, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.8330, loss: 1.8330 +2025-05-06 05:55:41,144 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:23:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.8102, loss: 1.8102 +2025-05-06 05:56:26,501 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:22:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7943, loss: 1.7943 +2025-05-06 05:57:11,761 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:21:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7674, loss: 1.7674 +2025-05-06 05:57:57,069 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:20:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.8097, loss: 1.8097 +2025-05-06 05:58:42,227 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:20:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8184, loss: 1.8184 +2025-05-06 05:59:27,375 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:19:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7889, loss: 1.7889 +2025-05-06 06:00:12,560 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:18:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7416, loss: 1.7416 +2025-05-06 06:00:57,691 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:17:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7557, loss: 1.7557 +2025-05-06 06:01:42,973 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:16:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7728, loss: 1.7728 +2025-05-06 06:02:28,082 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:16:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8544, loss: 1.8544 +2025-05-06 06:02:30,771 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-06 06:06:39,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 06:06:39,556 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9808 +2025-05-06 06:06:39,614 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_120.pth was removed +2025-05-06 06:06:40,675 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-05-06 06:06:40,676 - pyskl - INFO - Best top1_acc is 0.8921 at 124 epoch. +2025-05-06 06:06:40,697 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8921, top5_acc: 0.9808 +2025-05-06 06:07:48,801 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:15:27, time: 0.681, data_time: 0.229, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.7409, loss: 1.7409 +2025-05-06 06:08:33,914 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:14:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7411, loss: 1.7411 +2025-05-06 06:09:19,194 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:13:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7586, loss: 1.7586 +2025-05-06 06:10:04,368 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:13:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6534, loss: 1.6534 +2025-05-06 06:10:49,640 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:12:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6900, loss: 1.6900 +2025-05-06 06:11:34,878 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:11:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7066, loss: 1.7066 +2025-05-06 06:12:20,091 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:10:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6817, loss: 1.6817 +2025-05-06 06:13:05,430 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:10:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7370, loss: 1.7370 +2025-05-06 06:13:50,604 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:09:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7020, loss: 1.7020 +2025-05-06 06:14:35,762 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:08:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7152, loss: 1.7152 +2025-05-06 06:15:20,869 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:07:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7345, loss: 1.7345 +2025-05-06 06:16:05,960 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:07:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7334, loss: 1.7334 +2025-05-06 06:16:51,062 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:06:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6910, loss: 1.6910 +2025-05-06 06:17:36,179 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:05:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7387, loss: 1.7387 +2025-05-06 06:18:21,410 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:04:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7745, loss: 1.7745 +2025-05-06 06:19:06,583 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:03:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7178, loss: 1.7178 +2025-05-06 06:19:51,829 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:03:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7245, loss: 1.7245 +2025-05-06 06:20:37,070 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:02:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7262, loss: 1.7262 +2025-05-06 06:21:22,287 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:01:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7534, loss: 1.7534 +2025-05-06 06:22:07,516 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 11:00:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7354, loss: 1.7354 +2025-05-06 06:22:52,942 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 11:00:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.7335, loss: 1.7335 +2025-05-06 06:23:38,212 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:59:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7254, loss: 1.7254 +2025-05-06 06:24:23,419 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:58:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7794, loss: 1.7794 +2025-05-06 06:25:08,625 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:57:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7096, loss: 1.7096 +2025-05-06 06:25:53,932 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:57:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7425, loss: 1.7425 +2025-05-06 06:26:39,230 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:56:18, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7592, loss: 1.7592 +2025-05-06 06:27:24,521 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:55:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7670, loss: 1.7670 +2025-05-06 06:28:09,798 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:54:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7651, loss: 1.7651 +2025-05-06 06:28:55,140 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:54:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7198, loss: 1.7198 +2025-05-06 06:29:40,353 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:53:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.8261, loss: 1.8261 +2025-05-06 06:30:25,727 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:52:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7717, loss: 1.7717 +2025-05-06 06:31:10,989 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:51:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7106, loss: 1.7106 +2025-05-06 06:31:56,250 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:50:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7925, loss: 1.7925 +2025-05-06 06:32:41,815 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:50:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6870, loss: 1.6870 +2025-05-06 06:32:44,484 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-06 06:36:57,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 06:36:57,681 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9812 +2025-05-06 06:36:57,704 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8920, top5_acc: 0.9812 +2025-05-06 06:38:06,426 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:49:27, time: 0.687, data_time: 0.236, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6814, loss: 1.6814 +2025-05-06 06:38:51,479 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:48:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7592, loss: 1.7592 +2025-05-06 06:39:36,568 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:47:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.7437, loss: 1.7437 +2025-05-06 06:40:21,673 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:47:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7324, loss: 1.7324 +2025-05-06 06:41:06,770 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:46:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7635, loss: 1.7635 +2025-05-06 06:41:51,916 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:45:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6960, loss: 1.6960 +2025-05-06 06:42:37,061 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:44:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6998, loss: 1.6998 +2025-05-06 06:43:22,230 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:44:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2025-05-06 06:44:07,424 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:43:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6760, loss: 1.6760 +2025-05-06 06:44:52,646 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:42:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 +2025-05-06 06:45:37,824 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:41:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6737, loss: 1.6737 +2025-05-06 06:46:23,003 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:41:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7377, loss: 1.7377 +2025-05-06 06:47:08,213 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:40:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 +2025-05-06 06:47:53,497 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:39:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7524, loss: 1.7524 +2025-05-06 06:48:38,803 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:38:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6833, loss: 1.6833 +2025-05-06 06:49:24,082 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:37:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6658, loss: 1.6658 +2025-05-06 06:50:09,330 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:37:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7247, loss: 1.7247 +2025-05-06 06:50:54,507 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:36:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7254, loss: 1.7254 +2025-05-06 06:51:39,854 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:35:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6450, loss: 1.6450 +2025-05-06 06:52:25,186 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:34:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7305, loss: 1.7305 +2025-05-06 06:53:10,514 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:34:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7218, loss: 1.7218 +2025-05-06 06:53:55,714 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:33:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7363, loss: 1.7363 +2025-05-06 06:54:40,826 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:32:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7416, loss: 1.7416 +2025-05-06 06:55:26,049 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:31:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6733, loss: 1.6733 +2025-05-06 06:56:11,290 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:31:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7339, loss: 1.7339 +2025-05-06 06:56:56,494 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:30:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7213, loss: 1.7213 +2025-05-06 06:57:41,696 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:29:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7269, loss: 1.7269 +2025-05-06 06:58:26,921 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:28:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7143, loss: 1.7143 +2025-05-06 06:59:12,130 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:28:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6686, loss: 1.6686 +2025-05-06 06:59:57,332 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:27:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7430, loss: 1.7430 +2025-05-06 07:00:42,565 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:26:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6791, loss: 1.6791 +2025-05-06 07:01:27,729 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:25:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6422, loss: 1.6422 +2025-05-06 07:02:12,935 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:24:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7407, loss: 1.7407 +2025-05-06 07:02:58,105 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:24:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6731, loss: 1.6731 +2025-05-06 07:03:00,824 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-06 07:07:08,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 07:07:08,962 - pyskl - INFO - +top1_acc 0.8955 +top5_acc 0.9814 +2025-05-06 07:07:09,021 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_124.pth was removed +2025-05-06 07:07:10,103 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-06 07:07:10,104 - pyskl - INFO - Best top1_acc is 0.8955 at 126 epoch. +2025-05-06 07:07:10,128 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8955, top5_acc: 0.9814 +2025-05-06 07:08:18,600 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:23:26, time: 0.685, data_time: 0.234, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6736, loss: 1.6736 +2025-05-06 07:09:03,734 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:22:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.7317, loss: 1.7317 +2025-05-06 07:09:48,931 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:21:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7124, loss: 1.7124 +2025-05-06 07:10:34,124 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:21:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.7602, loss: 1.7602 +2025-05-06 07:11:19,286 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:20:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6696, loss: 1.6696 +2025-05-06 07:12:04,511 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:19:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7406, loss: 1.7406 +2025-05-06 07:12:49,595 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:18:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.6880, loss: 1.6880 +2025-05-06 07:13:34,736 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:18:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.7358, loss: 1.7358 +2025-05-06 07:14:19,963 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:17:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2025-05-06 07:15:05,191 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:16:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 +2025-05-06 07:15:50,395 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:15:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2025-05-06 07:16:35,703 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:15:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6990, loss: 1.6990 +2025-05-06 07:17:20,915 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:14:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6082, loss: 1.6082 +2025-05-06 07:18:06,197 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:13:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6608, loss: 1.6608 +2025-05-06 07:18:51,550 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:12:43, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6772, loss: 1.6772 +2025-05-06 07:19:36,866 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:11:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6716, loss: 1.6716 +2025-05-06 07:20:22,130 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:11:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7191, loss: 1.7191 +2025-05-06 07:21:07,436 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:10:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6847, loss: 1.6847 +2025-05-06 07:21:52,346 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:09:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.7063, loss: 1.7063 +2025-05-06 07:22:37,183 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:08:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7058, loss: 1.7058 +2025-05-06 07:23:22,457 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:08:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7830, loss: 1.7830 +2025-05-06 07:24:07,584 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:07:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6873, loss: 1.6873 +2025-05-06 07:24:52,937 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:06:35, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8444, loss: 1.8444 +2025-05-06 07:25:38,160 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:05:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6867, loss: 1.6867 +2025-05-06 07:26:23,323 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:05:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2025-05-06 07:27:08,567 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:04:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.7325, loss: 1.7325 +2025-05-06 07:27:53,746 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:03:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6869, loss: 1.6869 +2025-05-06 07:28:38,948 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:02:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6948, loss: 1.6948 +2025-05-06 07:29:24,114 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:02:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6985, loss: 1.6985 +2025-05-06 07:30:09,259 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 10:01:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6712, loss: 1.6712 +2025-05-06 07:30:54,462 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 10:00:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7596, loss: 1.7596 +2025-05-06 07:31:39,692 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:59:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6982, loss: 1.6982 +2025-05-06 07:32:24,915 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:58:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6977, loss: 1.6977 +2025-05-06 07:33:10,110 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:58:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7196, loss: 1.7196 +2025-05-06 07:33:12,804 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-06 07:37:20,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 07:37:21,547 - pyskl - INFO - +top1_acc 0.8934 +top5_acc 0.9814 +2025-05-06 07:37:21,570 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8934, top5_acc: 0.9814 +2025-05-06 07:38:29,970 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:57:26, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6649, loss: 1.6649 +2025-05-06 07:39:15,047 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:56:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6368, loss: 1.6368 +2025-05-06 07:40:00,196 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:55:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2025-05-06 07:40:45,268 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:55:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5981, loss: 1.5981 +2025-05-06 07:41:30,409 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:54:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6087, loss: 1.6087 +2025-05-06 07:42:15,618 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:53:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6803, loss: 1.6803 +2025-05-06 07:43:00,830 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:52:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.7186, loss: 1.7186 +2025-05-06 07:43:46,040 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:52:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2025-05-06 07:44:31,261 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:51:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.6604, loss: 1.6604 +2025-05-06 07:45:16,451 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:50:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-05-06 07:46:01,614 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:49:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5973, loss: 1.5973 +2025-05-06 07:46:46,846 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:49:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.7292, loss: 1.7292 +2025-05-06 07:47:32,053 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:48:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 +2025-05-06 07:48:17,305 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:47:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6344, loss: 1.6344 +2025-05-06 07:49:02,677 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:46:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2025-05-06 07:49:47,984 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:45:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6723, loss: 1.6723 +2025-05-06 07:50:33,037 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:45:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2025-05-06 07:51:18,114 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:44:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6958, loss: 1.6958 +2025-05-06 07:52:03,092 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:43:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-05-06 07:52:48,277 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:42:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.6409, loss: 1.6409 +2025-05-06 07:53:33,742 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:42:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6658, loss: 1.6658 +2025-05-06 07:54:19,174 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:41:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.7120, loss: 1.7120 +2025-05-06 07:55:04,439 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:40:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6618, loss: 1.6618 +2025-05-06 07:55:49,547 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:39:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6168, loss: 1.6168 +2025-05-06 07:56:34,722 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:39:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7182, loss: 1.7182 +2025-05-06 07:57:19,890 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:38:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-05-06 07:58:04,972 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:37:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 +2025-05-06 07:58:50,081 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:36:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.7550, loss: 1.7550 +2025-05-06 07:59:35,257 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:35:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6624, loss: 1.6624 +2025-05-06 08:00:20,568 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:35:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 +2025-05-06 08:01:05,839 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:34:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6822, loss: 1.6822 +2025-05-06 08:01:50,992 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:33:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6076, loss: 1.6076 +2025-05-06 08:02:36,266 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:32:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6895, loss: 1.6895 +2025-05-06 08:03:21,541 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:32:10, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6874, loss: 1.6874 +2025-05-06 08:03:24,231 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-06 08:07:36,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 08:07:37,056 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9799 +2025-05-06 08:07:37,078 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8917, top5_acc: 0.9799 +2025-05-06 08:08:45,079 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:31:25, time: 0.680, data_time: 0.230, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6646, loss: 1.6646 +2025-05-06 08:09:30,111 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:30:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6124, loss: 1.6124 +2025-05-06 08:10:15,253 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:29:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6281, loss: 1.6281 +2025-05-06 08:11:00,328 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:29:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6523, loss: 1.6523 +2025-05-06 08:11:45,437 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:28:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-05-06 08:12:30,552 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:27:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 +2025-05-06 08:13:15,659 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:26:49, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6183, loss: 1.6183 +2025-05-06 08:14:00,770 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:26:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2025-05-06 08:14:45,863 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:25:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.6932, loss: 1.6932 +2025-05-06 08:15:30,998 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:24:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6325, loss: 1.6325 +2025-05-06 08:16:16,127 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:23:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6750, loss: 1.6750 +2025-05-06 08:17:01,240 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:22:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6802, loss: 1.6802 +2025-05-06 08:17:46,378 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:22:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6758, loss: 1.6758 +2025-05-06 08:18:31,551 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:21:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6361, loss: 1.6361 +2025-05-06 08:19:16,925 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:20:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 +2025-05-06 08:20:02,210 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:19:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6646, loss: 1.6646 +2025-05-06 08:20:47,402 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:19:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2025-05-06 08:21:32,680 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:18:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6148, loss: 1.6148 +2025-05-06 08:22:17,923 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:17:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6144, loss: 1.6144 +2025-05-06 08:23:03,350 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:16:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5997, loss: 1.5997 +2025-05-06 08:23:48,500 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:16:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5761, loss: 1.5761 +2025-05-06 08:24:33,604 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:15:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5486, loss: 1.5486 +2025-05-06 08:25:18,754 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:14:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6307, loss: 1.6307 +2025-05-06 08:26:03,840 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:13:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6867, loss: 1.6867 +2025-05-06 08:26:48,959 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:13:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5929, loss: 1.5929 +2025-05-06 08:27:34,053 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:12:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6215, loss: 1.6215 +2025-05-06 08:28:19,158 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:11:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6455, loss: 1.6455 +2025-05-06 08:29:04,229 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:10:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6418, loss: 1.6418 +2025-05-06 08:29:49,397 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:09:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6255, loss: 1.6255 +2025-05-06 08:30:34,443 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:09:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.7080, loss: 1.7080 +2025-05-06 08:31:19,528 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:08:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6944, loss: 1.6944 +2025-05-06 08:32:04,695 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:07:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6421, loss: 1.6421 +2025-05-06 08:32:49,786 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:06:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5768, loss: 1.5768 +2025-05-06 08:33:34,976 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:06:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6376, loss: 1.6376 +2025-05-06 08:33:37,630 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-06 08:37:49,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 08:37:49,627 - pyskl - INFO - +top1_acc 0.9032 +top5_acc 0.9821 +2025-05-06 08:37:49,687 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_126.pth was removed +2025-05-06 08:37:50,781 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-06 08:37:50,783 - pyskl - INFO - Best top1_acc is 0.9032 at 129 epoch. +2025-05-06 08:37:50,806 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.9032, top5_acc: 0.9821 +2025-05-06 08:38:58,848 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:05:24, time: 0.680, data_time: 0.231, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6104, loss: 1.6104 +2025-05-06 08:39:43,910 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:04:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5725, loss: 1.5725 +2025-05-06 08:40:28,940 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:03:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6140, loss: 1.6140 +2025-05-06 08:41:14,009 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:03:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5483, loss: 1.5483 +2025-05-06 08:41:59,035 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:02:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5693, loss: 1.5693 +2025-05-06 08:42:44,106 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:01:34, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6280, loss: 1.6280 +2025-05-06 08:43:29,118 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 9:00:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5892, loss: 1.5892 +2025-05-06 08:44:14,108 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 9:00:02, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6785, loss: 1.6785 +2025-05-06 08:44:59,152 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:59:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6578, loss: 1.6578 +2025-05-06 08:45:44,256 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:58:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6184, loss: 1.6184 +2025-05-06 08:46:29,254 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:57:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6341, loss: 1.6341 +2025-05-06 08:47:14,216 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:56:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6865, loss: 1.6865 +2025-05-06 08:47:59,330 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:56:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6153, loss: 1.6153 +2025-05-06 08:48:44,530 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:55:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6196, loss: 1.6196 +2025-05-06 08:49:29,759 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:54:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5902, loss: 1.5902 +2025-05-06 08:50:14,883 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:53:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6525, loss: 1.6525 +2025-05-06 08:50:59,943 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:53:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6618, loss: 1.6618 +2025-05-06 08:51:45,045 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:52:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5903, loss: 1.5903 +2025-05-06 08:52:30,144 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:51:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5791, loss: 1.5791 +2025-05-06 08:53:15,347 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:50:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5956, loss: 1.5956 +2025-05-06 08:54:00,577 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:50:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5247, loss: 1.5247 +2025-05-06 08:54:45,746 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:49:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6104, loss: 1.6104 +2025-05-06 08:55:31,006 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:48:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6562, loss: 1.6562 +2025-05-06 08:56:16,110 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:47:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5808, loss: 1.5808 +2025-05-06 08:57:01,343 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:47:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5908, loss: 1.5908 +2025-05-06 08:57:46,777 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:46:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.6406, loss: 1.6406 +2025-05-06 08:58:31,918 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:45:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5815, loss: 1.5815 +2025-05-06 08:59:17,037 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:44:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6287, loss: 1.6287 +2025-05-06 09:00:02,095 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:43:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-05-06 09:00:47,068 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:43:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6080, loss: 1.6080 +2025-05-06 09:01:32,203 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:42:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6303, loss: 1.6303 +2025-05-06 09:02:17,284 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:41:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 +2025-05-06 09:03:02,279 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:40:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5807, loss: 1.5807 +2025-05-06 09:03:47,195 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:40:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6338, loss: 1.6338 +2025-05-06 09:03:49,915 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-06 09:08:01,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 09:08:02,277 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9823 +2025-05-06 09:08:02,337 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_129.pth was removed +2025-05-06 09:08:03,463 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-05-06 09:08:03,464 - pyskl - INFO - Best top1_acc is 0.9048 at 130 epoch. +2025-05-06 09:08:03,490 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.9048, top5_acc: 0.9823 +2025-05-06 09:09:11,982 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:39:23, time: 0.685, data_time: 0.235, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6391, loss: 1.6391 +2025-05-06 09:09:57,034 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:38:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5641, loss: 1.5641 +2025-05-06 09:10:42,223 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:37:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5927, loss: 1.5927 +2025-05-06 09:11:27,295 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:37:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6149, loss: 1.6149 +2025-05-06 09:12:12,490 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:36:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5287, loss: 1.5287 +2025-05-06 09:12:57,627 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:35:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6286, loss: 1.6286 +2025-05-06 09:13:42,723 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:34:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-05-06 09:14:27,974 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:34:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6000, loss: 1.6000 +2025-05-06 09:15:13,202 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:33:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4962, loss: 1.4962 +2025-05-06 09:15:58,397 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:32:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5730, loss: 1.5730 +2025-05-06 09:16:43,495 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:31:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5849, loss: 1.5849 +2025-05-06 09:17:28,701 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:30:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-05-06 09:18:13,947 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:30:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-05-06 09:18:59,203 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:29:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5536, loss: 1.5536 +2025-05-06 09:19:44,563 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:28:40, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6149, loss: 1.6149 +2025-05-06 09:20:29,857 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:27:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-05-06 09:21:15,303 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:27:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5556, loss: 1.5556 +2025-05-06 09:22:00,577 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:26:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5319, loss: 1.5319 +2025-05-06 09:22:45,549 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:25:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6129, loss: 1.6129 +2025-05-06 09:23:30,783 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:24:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5861, loss: 1.5861 +2025-05-06 09:24:16,176 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:24:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5888, loss: 1.5888 +2025-05-06 09:25:01,332 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:23:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5806, loss: 1.5806 +2025-05-06 09:25:46,576 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:22:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5372, loss: 1.5372 +2025-05-06 09:26:31,774 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:21:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5966, loss: 1.5966 +2025-05-06 09:27:16,981 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:21:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6190, loss: 1.6190 +2025-05-06 09:28:02,307 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:20:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6057, loss: 1.6057 +2025-05-06 09:28:47,426 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:19:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6062, loss: 1.6062 +2025-05-06 09:29:32,512 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:18:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6414, loss: 1.6414 +2025-05-06 09:30:17,530 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:17:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5802, loss: 1.5802 +2025-05-06 09:31:02,853 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:17:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5607, loss: 1.5607 +2025-05-06 09:31:48,431 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:16:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5949, loss: 1.5949 +2025-05-06 09:32:33,809 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:15:39, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5411, loss: 1.5411 +2025-05-06 09:33:19,127 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:14:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5686, loss: 1.5686 +2025-05-06 09:34:04,368 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:14:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5359, loss: 1.5359 +2025-05-06 09:34:07,088 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-06 09:38:15,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 09:38:15,951 - pyskl - INFO - +top1_acc 0.9025 +top5_acc 0.9822 +2025-05-06 09:38:15,977 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.9025, top5_acc: 0.9822 +2025-05-06 09:39:24,396 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:13:23, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5594, loss: 1.5594 +2025-05-06 09:40:09,583 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:12:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5901, loss: 1.5901 +2025-05-06 09:40:54,801 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:11:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5711, loss: 1.5711 +2025-05-06 09:41:40,196 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:11:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6149, loss: 1.6149 +2025-05-06 09:42:25,448 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:10:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-05-06 09:43:10,857 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:09:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5632, loss: 1.5632 +2025-05-06 09:43:56,150 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:08:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5303, loss: 1.5303 +2025-05-06 09:44:41,490 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:08:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6189, loss: 1.6189 +2025-05-06 09:45:26,906 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:07:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5686, loss: 1.5686 +2025-05-06 09:46:12,159 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:06:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5587, loss: 1.5587 +2025-05-06 09:46:57,488 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:05:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6016, loss: 1.6016 +2025-05-06 09:47:42,879 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:04:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5346, loss: 1.5346 +2025-05-06 09:48:28,143 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:04:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5861, loss: 1.5861 +2025-05-06 09:49:13,319 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:03:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5891, loss: 1.5891 +2025-05-06 09:49:58,579 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:02:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5300, loss: 1.5300 +2025-05-06 09:50:43,698 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:01:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5876, loss: 1.5876 +2025-05-06 09:51:28,850 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 8:01:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6016, loss: 1.6016 +2025-05-06 09:52:13,954 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 8:00:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6242, loss: 1.6242 +2025-05-06 09:52:59,222 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:59:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5215, loss: 1.5215 +2025-05-06 09:53:44,390 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:58:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-05-06 09:54:29,533 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:58:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5861, loss: 1.5861 +2025-05-06 09:55:14,673 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:57:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5738, loss: 1.5738 +2025-05-06 09:55:59,795 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:56:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6463, loss: 1.6463 +2025-05-06 09:56:44,945 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:55:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5816, loss: 1.5816 +2025-05-06 09:57:30,073 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:55:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5789, loss: 1.5789 +2025-05-06 09:58:15,164 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:54:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5497, loss: 1.5497 +2025-05-06 09:59:00,294 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:53:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5404, loss: 1.5404 +2025-05-06 09:59:45,455 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:52:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5605, loss: 1.5605 +2025-05-06 10:00:30,664 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:51:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-05-06 10:01:15,979 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:51:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6077, loss: 1.6077 +2025-05-06 10:02:01,164 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:50:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5663, loss: 1.5663 +2025-05-06 10:02:46,298 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:49:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5426, loss: 1.5426 +2025-05-06 10:03:31,469 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:48:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5988, loss: 1.5988 +2025-05-06 10:04:16,703 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:48:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5266, loss: 1.5266 +2025-05-06 10:04:19,419 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-06 10:08:27,573 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 10:08:28,285 - pyskl - INFO - +top1_acc 0.9044 +top5_acc 0.9822 +2025-05-06 10:08:28,310 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.9044, top5_acc: 0.9822 +2025-05-06 10:09:37,218 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:47:22, time: 0.689, data_time: 0.237, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5477, loss: 1.5477 +2025-05-06 10:10:22,393 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:46:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5474, loss: 1.5474 +2025-05-06 10:11:07,562 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:45:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5267, loss: 1.5267 +2025-05-06 10:11:52,631 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:45:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5361, loss: 1.5361 +2025-05-06 10:12:37,804 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:44:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4933, loss: 1.4933 +2025-05-06 10:13:22,965 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:43:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5446, loss: 1.5446 +2025-05-06 10:14:08,228 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:42:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5623, loss: 1.5623 +2025-05-06 10:14:53,502 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:42:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4809, loss: 1.4809 +2025-05-06 10:15:38,744 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:41:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-05-06 10:16:24,134 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:40:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4589, loss: 1.4589 +2025-05-06 10:17:09,359 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:39:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-05-06 10:17:54,584 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:38:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5233, loss: 1.5233 +2025-05-06 10:18:39,904 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:38:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5943, loss: 1.5943 +2025-05-06 10:19:25,273 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:37:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5150, loss: 1.5150 +2025-05-06 10:20:10,565 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:36:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5400, loss: 1.5400 +2025-05-06 10:20:55,863 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:35:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5427, loss: 1.5427 +2025-05-06 10:21:41,021 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:35:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5453, loss: 1.5453 +2025-05-06 10:22:26,406 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:34:22, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5269, loss: 1.5269 +2025-05-06 10:23:11,584 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:33:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5397, loss: 1.5397 +2025-05-06 10:23:56,881 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:32:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4764, loss: 1.4764 +2025-05-06 10:24:42,324 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:32:04, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5563, loss: 1.5563 +2025-05-06 10:25:27,702 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:31:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5462, loss: 1.5462 +2025-05-06 10:26:13,008 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:30:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5788, loss: 1.5788 +2025-05-06 10:26:58,499 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:29:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5758, loss: 1.5758 +2025-05-06 10:27:43,922 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:29:01, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4932, loss: 1.4932 +2025-05-06 10:28:29,294 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:28:15, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5302, loss: 1.5302 +2025-05-06 10:29:14,726 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:27:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5419, loss: 1.5419 +2025-05-06 10:30:00,008 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:26:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5405, loss: 1.5405 +2025-05-06 10:30:45,106 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:25:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-05-06 10:31:30,250 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:25:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5257, loss: 1.5257 +2025-05-06 10:32:15,307 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:24:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5987, loss: 1.5987 +2025-05-06 10:33:00,327 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:23:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4952, loss: 1.4952 +2025-05-06 10:33:45,514 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:22:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5478, loss: 1.5478 +2025-05-06 10:34:30,658 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:22:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-05-06 10:34:33,311 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-06 10:38:41,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 10:38:41,761 - pyskl - INFO - +top1_acc 0.9037 +top5_acc 0.9819 +2025-05-06 10:38:41,785 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.9037, top5_acc: 0.9819 +2025-05-06 10:39:50,153 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:21:22, time: 0.684, data_time: 0.230, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5625, loss: 1.5625 +2025-05-06 10:40:35,451 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:20:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-05-06 10:41:20,639 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:19:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4943, loss: 1.4943 +2025-05-06 10:42:05,970 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:19:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5413, loss: 1.5413 +2025-05-06 10:42:51,338 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:18:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4806, loss: 1.4806 +2025-05-06 10:43:36,596 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:17:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5660, loss: 1.5660 +2025-05-06 10:44:22,034 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:16:46, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-05-06 10:45:07,286 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:16:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4597, loss: 1.4597 +2025-05-06 10:45:52,407 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:15:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5035, loss: 1.5035 +2025-05-06 10:46:37,526 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:14:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4699, loss: 1.4699 +2025-05-06 10:47:22,697 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:13:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4991, loss: 1.4991 +2025-05-06 10:48:08,050 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:12:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-05-06 10:48:53,280 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:12:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5466, loss: 1.5466 +2025-05-06 10:49:38,636 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:11:25, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5265, loss: 1.5265 +2025-05-06 10:50:23,948 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:10:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5683, loss: 1.5683 +2025-05-06 10:51:09,053 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:09:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5246, loss: 1.5246 +2025-05-06 10:51:54,247 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:09:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5058, loss: 1.5058 +2025-05-06 10:52:39,364 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:08:22, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5779, loss: 1.5779 +2025-05-06 10:53:24,580 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:07:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4934, loss: 1.4934 +2025-05-06 10:54:09,824 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:06:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5382, loss: 1.5382 +2025-05-06 10:54:55,088 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:06:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4953, loss: 1.4953 +2025-05-06 10:55:40,318 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:05:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5192, loss: 1.5192 +2025-05-06 10:56:25,555 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:04:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5789, loss: 1.5789 +2025-05-06 10:57:10,780 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:03:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4898, loss: 1.4898 +2025-05-06 10:57:56,037 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:03:00, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4543, loss: 1.4543 +2025-05-06 10:58:41,246 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:02:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5243, loss: 1.5243 +2025-05-06 10:59:26,419 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:01:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5418, loss: 1.5418 +2025-05-06 11:00:11,572 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 7:00:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5644, loss: 1.5644 +2025-05-06 11:00:56,754 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:59:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5044, loss: 1.5044 +2025-05-06 11:01:41,927 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:59:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5232, loss: 1.5232 +2025-05-06 11:02:27,036 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:58:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5309, loss: 1.5309 +2025-05-06 11:03:12,186 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:57:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4852, loss: 1.4852 +2025-05-06 11:03:57,308 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:56:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5049, loss: 1.5049 +2025-05-06 11:04:42,402 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:56:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5298, loss: 1.5298 +2025-05-06 11:04:45,085 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-06 11:08:53,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 11:08:53,773 - pyskl - INFO - +top1_acc 0.9035 +top5_acc 0.9829 +2025-05-06 11:08:53,796 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.9035, top5_acc: 0.9829 +2025-05-06 11:10:02,150 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:55:21, time: 0.683, data_time: 0.230, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-05-06 11:10:47,371 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:54:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5067, loss: 1.5067 +2025-05-06 11:11:32,587 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:53:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-05-06 11:12:17,902 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:53:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-05-06 11:13:03,149 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:52:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5062, loss: 1.5062 +2025-05-06 11:13:48,296 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:51:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5342, loss: 1.5342 +2025-05-06 11:14:33,555 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:50:46, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5103, loss: 1.5103 +2025-05-06 11:15:18,803 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:50:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5270, loss: 1.5270 +2025-05-06 11:16:04,041 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:49:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5185, loss: 1.5185 +2025-05-06 11:16:49,155 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:48:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4625, loss: 1.4625 +2025-05-06 11:17:34,343 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:47:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4884, loss: 1.4884 +2025-05-06 11:18:19,442 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:46:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4367, loss: 1.4367 +2025-05-06 11:19:04,556 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:46:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4766, loss: 1.4766 +2025-05-06 11:19:49,726 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:45:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5077, loss: 1.5077 +2025-05-06 11:20:35,045 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:44:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-05-06 11:21:20,207 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:43:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4948, loss: 1.4948 +2025-05-06 11:22:05,345 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:43:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5003, loss: 1.5003 +2025-05-06 11:22:50,502 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:42:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5241, loss: 1.5241 +2025-05-06 11:23:35,648 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:41:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5077, loss: 1.5077 +2025-05-06 11:24:20,862 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:40:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4336, loss: 1.4336 +2025-05-06 11:25:05,943 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:40:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4758, loss: 1.4758 +2025-05-06 11:25:50,960 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:39:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4796, loss: 1.4796 +2025-05-06 11:26:35,989 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:38:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4369, loss: 1.4369 +2025-05-06 11:27:21,138 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:37:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5324, loss: 1.5324 +2025-05-06 11:28:06,223 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:37:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5574, loss: 1.5574 +2025-05-06 11:28:51,252 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:36:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4520, loss: 1.4520 +2025-05-06 11:29:36,327 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:35:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5247, loss: 1.5247 +2025-05-06 11:30:21,427 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:34:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-05-06 11:31:06,618 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:33:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4663, loss: 1.4663 +2025-05-06 11:31:51,747 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:33:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4788, loss: 1.4788 +2025-05-06 11:32:36,827 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:32:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5045, loss: 1.5045 +2025-05-06 11:33:22,036 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:31:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4544, loss: 1.4544 +2025-05-06 11:34:07,028 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:30:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5562, loss: 1.5562 +2025-05-06 11:34:52,037 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:30:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5394, loss: 1.5394 +2025-05-06 11:34:54,674 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-06 11:39:06,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 11:39:07,184 - pyskl - INFO - +top1_acc 0.9093 +top5_acc 0.9828 +2025-05-06 11:39:07,250 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_130.pth was removed +2025-05-06 11:39:08,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-06 11:39:08,385 - pyskl - INFO - Best top1_acc is 0.9093 at 135 epoch. +2025-05-06 11:39:08,409 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.9093, top5_acc: 0.9828 +2025-05-06 11:40:16,718 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:29:21, time: 0.683, data_time: 0.231, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5245, loss: 1.5245 +2025-05-06 11:41:01,933 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:28:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-05-06 11:41:47,138 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:27:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5667, loss: 1.5667 +2025-05-06 11:42:32,589 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:27:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-05-06 11:43:17,952 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:26:17, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-05-06 11:44:03,221 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:25:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5170, loss: 1.5170 +2025-05-06 11:44:48,399 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:24:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4869, loss: 1.4869 +2025-05-06 11:45:33,554 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:23:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5141, loss: 1.5141 +2025-05-06 11:46:18,837 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:23:14, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5053, loss: 1.5053 +2025-05-06 11:47:04,336 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:22:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4493, loss: 1.4493 +2025-05-06 11:47:49,604 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:21:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4220, loss: 1.4220 +2025-05-06 11:48:34,879 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:20:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4756, loss: 1.4756 +2025-05-06 11:49:20,062 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:20:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4535, loss: 1.4535 +2025-05-06 11:50:05,384 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:19:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4315, loss: 1.4315 +2025-05-06 11:50:50,589 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:18:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4947, loss: 1.4947 +2025-05-06 11:51:35,778 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:17:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 +2025-05-06 11:52:20,952 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:17:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5341, loss: 1.5341 +2025-05-06 11:53:06,106 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:16:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5257, loss: 1.5257 +2025-05-06 11:53:51,222 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:15:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4636, loss: 1.4636 +2025-05-06 11:54:36,692 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:14:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4999, loss: 1.4999 +2025-05-06 11:55:22,344 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:14:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4670, loss: 1.4670 +2025-05-06 11:56:07,639 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:13:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4915, loss: 1.4915 +2025-05-06 11:56:52,882 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:12:31, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5362, loss: 1.5362 +2025-05-06 11:57:38,084 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:11:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5121, loss: 1.5121 +2025-05-06 11:58:23,264 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:10:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-05-06 11:59:08,532 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:10:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.4714, loss: 1.4714 +2025-05-06 11:59:53,752 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:09:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4568, loss: 1.4568 +2025-05-06 12:00:38,913 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:08:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5034, loss: 1.5034 +2025-05-06 12:01:24,089 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:07:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5132, loss: 1.5132 +2025-05-06 12:02:09,160 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:07:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4929, loss: 1.4929 +2025-05-06 12:02:54,258 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:06:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5137, loss: 1.5137 +2025-05-06 12:03:39,390 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:05:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4575, loss: 1.4575 +2025-05-06 12:04:24,552 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:04:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4914, loss: 1.4914 +2025-05-06 12:05:09,691 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:04:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4527, loss: 1.4527 +2025-05-06 12:05:12,375 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-06 12:09:20,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 12:09:20,858 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9831 +2025-05-06 12:09:20,879 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.9070, top5_acc: 0.9831 +2025-05-06 12:10:29,096 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:03:20, time: 0.682, data_time: 0.231, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4972, loss: 1.4972 +2025-05-06 12:11:14,308 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:02:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4160, loss: 1.4160 +2025-05-06 12:11:59,549 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:01:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4942, loss: 1.4942 +2025-05-06 12:12:44,897 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 6:01:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4508, loss: 1.4508 +2025-05-06 12:13:30,043 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 6:00:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4775, loss: 1.4775 +2025-05-06 12:14:15,167 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:59:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-05-06 12:15:00,314 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:58:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-05-06 12:15:45,722 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:57:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4494, loss: 1.4494 +2025-05-06 12:16:30,960 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:57:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-05-06 12:17:16,286 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:56:27, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4467, loss: 1.4467 +2025-05-06 12:18:01,450 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:55:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-05-06 12:18:46,634 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:54:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4803, loss: 1.4803 +2025-05-06 12:19:31,840 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:54:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4112, loss: 1.4112 +2025-05-06 12:20:17,099 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:53:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4333, loss: 1.4333 +2025-05-06 12:21:02,362 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:52:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4739, loss: 1.4739 +2025-05-06 12:21:47,560 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:51:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-06 12:22:32,887 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:51:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4517, loss: 1.4517 +2025-05-06 12:23:18,156 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:50:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4647, loss: 1.4647 +2025-05-06 12:24:03,392 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:49:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4825, loss: 1.4825 +2025-05-06 12:24:48,785 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:48:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4607, loss: 1.4607 +2025-05-06 12:25:34,047 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:48:03, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5014, loss: 1.5014 +2025-05-06 12:26:19,275 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:47:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.5711, loss: 1.5711 +2025-05-06 12:27:04,400 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:46:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4706, loss: 1.4706 +2025-05-06 12:27:49,580 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:45:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-05-06 12:28:34,747 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:44:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4511, loss: 1.4511 +2025-05-06 12:29:19,934 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:44:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-05-06 12:30:05,150 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:43:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3885, loss: 1.3885 +2025-05-06 12:30:50,451 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:42:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4196, loss: 1.4196 +2025-05-06 12:31:35,790 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:41:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4781, loss: 1.4781 +2025-05-06 12:32:20,998 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:41:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4174, loss: 1.4174 +2025-05-06 12:33:06,202 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:40:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4044, loss: 1.4044 +2025-05-06 12:33:51,590 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:39:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-05-06 12:34:36,942 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:38:52, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5011, loss: 1.5011 +2025-05-06 12:35:22,218 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:38:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5155, loss: 1.5155 +2025-05-06 12:35:24,836 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-06 12:39:36,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 12:39:36,881 - pyskl - INFO - +top1_acc 0.9100 +top5_acc 0.9826 +2025-05-06 12:39:36,944 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_135.pth was removed +2025-05-06 12:39:38,064 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-05-06 12:39:38,065 - pyskl - INFO - Best top1_acc is 0.9100 at 137 epoch. +2025-05-06 12:39:38,090 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.9100, top5_acc: 0.9826 +2025-05-06 12:40:46,480 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:37:20, time: 0.684, data_time: 0.231, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4836, loss: 1.4836 +2025-05-06 12:41:31,708 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:36:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4625, loss: 1.4625 +2025-05-06 12:42:17,089 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:35:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4643, loss: 1.4643 +2025-05-06 12:43:02,525 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:35:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-05-06 12:43:47,702 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:34:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4282, loss: 1.4282 +2025-05-06 12:44:33,118 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:33:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-05-06 12:45:18,360 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:32:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4847, loss: 1.4847 +2025-05-06 12:46:03,759 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:31:59, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4373, loss: 1.4373 +2025-05-06 12:46:49,109 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:31:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4884, loss: 1.4884 +2025-05-06 12:47:34,641 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:30:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4451, loss: 1.4451 +2025-05-06 12:48:19,913 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:29:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4535, loss: 1.4535 +2025-05-06 12:49:05,170 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:28:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4564, loss: 1.4564 +2025-05-06 12:49:50,472 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:28:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4465, loss: 1.4465 +2025-05-06 12:50:35,777 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:27:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4766, loss: 1.4766 +2025-05-06 12:51:21,076 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:26:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4478, loss: 1.4478 +2025-05-06 12:52:06,220 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:25:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4180, loss: 1.4180 +2025-05-06 12:52:51,332 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:25:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4634, loss: 1.4634 +2025-05-06 12:53:36,488 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:24:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4249, loss: 1.4249 +2025-05-06 12:54:21,676 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:23:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4391, loss: 1.4391 +2025-05-06 12:55:07,080 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:22:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4946, loss: 1.4946 +2025-05-06 12:55:52,358 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:22:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-05-06 12:56:37,668 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:21:16, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4456, loss: 1.4456 +2025-05-06 12:57:22,939 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:20:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4699, loss: 1.4699 +2025-05-06 12:58:08,183 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:19:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5181, loss: 1.5181 +2025-05-06 12:58:53,480 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:18:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-05-06 12:59:38,747 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:18:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4867, loss: 1.4867 +2025-05-06 13:00:23,981 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:17:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3880, loss: 1.3880 +2025-05-06 13:01:09,182 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:16:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4029, loss: 1.4029 +2025-05-06 13:01:54,563 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:15:55, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4422, loss: 1.4422 +2025-05-06 13:02:39,908 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:15:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.5112, loss: 1.5112 +2025-05-06 13:03:25,240 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:14:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4697, loss: 1.4697 +2025-05-06 13:04:10,510 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:13:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5084, loss: 1.5084 +2025-05-06 13:04:55,793 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:12:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4419, loss: 1.4419 +2025-05-06 13:05:41,034 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:12:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4879, loss: 1.4879 +2025-05-06 13:05:43,719 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-06 13:09:52,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 13:09:52,782 - pyskl - INFO - +top1_acc 0.9098 +top5_acc 0.9834 +2025-05-06 13:09:52,806 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.9098, top5_acc: 0.9834 +2025-05-06 13:11:01,327 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:11:20, time: 0.685, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-05-06 13:11:46,669 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:10:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4250, loss: 1.4250 +2025-05-06 13:12:31,956 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:09:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3858, loss: 1.3858 +2025-05-06 13:13:17,091 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:09:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-05-06 13:14:02,473 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:08:16, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4331, loss: 1.4331 +2025-05-06 13:14:47,764 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:07:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-05-06 13:15:33,115 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:06:44, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4347, loss: 1.4347 +2025-05-06 13:16:18,453 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:05:58, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3556, loss: 1.3556 +2025-05-06 13:17:03,812 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:05:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4939, loss: 1.4939 +2025-05-06 13:17:49,274 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:04:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4473, loss: 1.4473 +2025-05-06 13:18:34,575 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:03:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3741, loss: 1.3741 +2025-05-06 13:19:19,860 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:02:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3651, loss: 1.3651 +2025-05-06 13:20:05,111 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:02:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4688, loss: 1.4688 +2025-05-06 13:20:50,399 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:01:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-05-06 13:21:35,797 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 5:00:37, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3696, loss: 1.3696 +2025-05-06 13:22:21,144 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:59:52, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4094, loss: 1.4094 +2025-05-06 13:23:06,385 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:59:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4192, loss: 1.4192 +2025-05-06 13:23:51,344 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:58:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4207, loss: 1.4207 +2025-05-06 13:24:36,497 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:57:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4174, loss: 1.4174 +2025-05-06 13:25:21,552 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:56:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4316, loss: 1.4316 +2025-05-06 13:26:06,760 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:56:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4487, loss: 1.4487 +2025-05-06 13:26:51,692 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:55:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4543, loss: 1.4543 +2025-05-06 13:27:36,717 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:54:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4764, loss: 1.4764 +2025-05-06 13:28:21,911 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:53:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4106, loss: 1.4106 +2025-05-06 13:29:07,094 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:52:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4196, loss: 1.4196 +2025-05-06 13:29:52,187 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:52:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4656, loss: 1.4656 +2025-05-06 13:30:37,313 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:51:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4433, loss: 1.4433 +2025-05-06 13:31:22,418 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:50:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4473, loss: 1.4473 +2025-05-06 13:32:07,606 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:49:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-05-06 13:32:52,765 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:49:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4353, loss: 1.4353 +2025-05-06 13:33:37,926 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:48:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3755, loss: 1.3755 +2025-05-06 13:34:23,088 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:47:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-05-06 13:35:08,253 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:46:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4568, loss: 1.4568 +2025-05-06 13:35:53,360 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:46:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4568, loss: 1.4568 +2025-05-06 13:35:55,958 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-06 13:40:03,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 13:40:04,406 - pyskl - INFO - +top1_acc 0.9120 +top5_acc 0.9839 +2025-05-06 13:40:04,473 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_137.pth was removed +2025-05-06 13:40:05,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-05-06 13:40:05,718 - pyskl - INFO - Best top1_acc is 0.9120 at 139 epoch. +2025-05-06 13:40:05,742 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.9120, top5_acc: 0.9839 +2025-05-06 13:41:15,092 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:45:19, time: 0.693, data_time: 0.234, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4781, loss: 1.4781 +2025-05-06 13:42:00,910 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:44:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4881, loss: 1.4881 +2025-05-06 13:42:46,197 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:43:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-05-06 13:43:31,408 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:43:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4355, loss: 1.4355 +2025-05-06 13:44:16,622 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:42:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3903, loss: 1.3903 +2025-05-06 13:45:01,891 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:41:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4917, loss: 1.4917 +2025-05-06 13:45:47,033 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:40:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4102, loss: 1.4102 +2025-05-06 13:46:32,235 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:39:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-05-06 13:47:17,373 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:39:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3527, loss: 1.3527 +2025-05-06 13:48:02,519 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:38:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4154, loss: 1.4154 +2025-05-06 13:48:47,733 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:37:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3482, loss: 1.3482 +2025-05-06 13:49:32,939 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:36:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4579, loss: 1.4579 +2025-05-06 13:50:18,166 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:36:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4154, loss: 1.4154 +2025-05-06 13:51:03,658 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:35:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-05-06 13:51:48,959 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:34:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-06 13:52:34,134 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:33:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-05-06 13:53:19,293 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:33:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3754, loss: 1.3754 +2025-05-06 13:54:04,529 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:32:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-05-06 13:54:49,633 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:31:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4190, loss: 1.4190 +2025-05-06 13:55:34,830 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:30:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4398, loss: 1.4398 +2025-05-06 13:56:20,172 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:30:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4486, loss: 1.4486 +2025-05-06 13:57:05,395 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:29:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.5063, loss: 1.5063 +2025-05-06 13:57:50,560 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:28:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-05-06 13:58:35,682 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:27:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4089, loss: 1.4089 +2025-05-06 13:59:20,856 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:26:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-05-06 14:00:05,971 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:26:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4613, loss: 1.4613 +2025-05-06 14:00:51,179 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:25:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3765, loss: 1.3765 +2025-05-06 14:01:36,241 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:24:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4676, loss: 1.4676 +2025-05-06 14:02:21,341 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:23:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3974, loss: 1.3974 +2025-05-06 14:03:06,485 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:23:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4039, loss: 1.4039 +2025-05-06 14:03:51,535 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:22:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-05-06 14:04:36,629 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:21:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4068, loss: 1.4068 +2025-05-06 14:05:21,625 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:20:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4212, loss: 1.4212 +2025-05-06 14:06:06,718 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:20:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4472, loss: 1.4472 +2025-05-06 14:06:09,372 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-06 14:10:17,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 14:10:17,636 - pyskl - INFO - +top1_acc 0.9103 +top5_acc 0.9843 +2025-05-06 14:10:17,660 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.9103, top5_acc: 0.9843 +2025-05-06 14:11:25,864 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:19:19, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4403, loss: 1.4403 +2025-05-06 14:12:10,818 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:18:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4197, loss: 1.4197 +2025-05-06 14:12:55,859 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:17:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-05-06 14:13:40,992 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:17:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4153, loss: 1.4153 +2025-05-06 14:14:26,133 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:16:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-05-06 14:15:11,264 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:15:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4403, loss: 1.4403 +2025-05-06 14:15:56,273 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:14:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3959, loss: 1.3959 +2025-05-06 14:16:41,363 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:13:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-05-06 14:17:26,617 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:13:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4487, loss: 1.4487 +2025-05-06 14:18:11,839 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:12:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3765, loss: 1.3765 +2025-05-06 14:18:57,023 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:11:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3833, loss: 1.3833 +2025-05-06 14:19:42,179 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:10:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3806, loss: 1.3806 +2025-05-06 14:20:27,390 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:10:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4117, loss: 1.4117 +2025-05-06 14:21:12,651 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:09:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3532, loss: 1.3532 +2025-05-06 14:21:57,789 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:08:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-05-06 14:22:42,888 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:07:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-05-06 14:23:28,128 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:07:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-05-06 14:24:13,587 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:06:19, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3466, loss: 1.3466 +2025-05-06 14:24:59,082 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:05:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4432, loss: 1.4432 +2025-05-06 14:25:44,509 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:04:47, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4073, loss: 1.4073 +2025-05-06 14:26:29,828 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:04:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4597, loss: 1.4597 +2025-05-06 14:27:15,079 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:03:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4349, loss: 1.4349 +2025-05-06 14:28:00,220 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:02:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-05-06 14:28:45,414 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:01:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-05-06 14:29:30,639 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:00:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4745, loss: 1.4745 +2025-05-06 14:30:15,790 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 4:00:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4239, loss: 1.4239 +2025-05-06 14:31:00,986 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:59:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4249, loss: 1.4249 +2025-05-06 14:31:46,320 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:58:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3796, loss: 1.3796 +2025-05-06 14:32:31,674 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:57:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-05-06 14:33:16,970 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:57:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-05-06 14:34:02,271 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:56:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3682, loss: 1.3682 +2025-05-06 14:34:47,510 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:55:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-05-06 14:35:32,463 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:54:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4462, loss: 1.4462 +2025-05-06 14:36:17,888 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:54:05, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3708, loss: 1.3708 +2025-05-06 14:36:20,612 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-06 14:40:28,598 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 14:40:29,152 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9839 +2025-05-06 14:40:29,176 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.9111, top5_acc: 0.9839 +2025-05-06 14:41:37,586 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:53:18, time: 0.684, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3941, loss: 1.3941 +2025-05-06 14:42:22,714 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:52:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-05-06 14:43:07,880 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:51:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4056, loss: 1.4056 +2025-05-06 14:43:52,969 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:51:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4471, loss: 1.4471 +2025-05-06 14:44:38,098 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:50:15, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-05-06 14:45:23,258 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:49:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-05-06 14:46:08,352 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:48:43, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3921, loss: 1.3921 +2025-05-06 14:46:53,453 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:47:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-05-06 14:47:38,520 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:47:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3998, loss: 1.3998 +2025-05-06 14:48:23,610 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:46:25, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4018, loss: 1.4018 +2025-05-06 14:49:08,689 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:45:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3802, loss: 1.3802 +2025-05-06 14:49:53,777 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:44:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4837, loss: 1.4837 +2025-05-06 14:50:38,870 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:44:08, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-05-06 14:51:24,062 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:43:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-05-06 14:52:09,072 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:42:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3898, loss: 1.3898 +2025-05-06 14:52:54,053 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:41:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-06 14:53:39,203 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:41:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3714, loss: 1.3714 +2025-05-06 14:54:24,305 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:40:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-05-06 14:55:09,451 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:39:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3763, loss: 1.3763 +2025-05-06 14:55:54,650 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:38:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-05-06 14:56:39,772 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:38:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-05-06 14:57:25,010 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:37:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4408, loss: 1.4408 +2025-05-06 14:58:10,177 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:36:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-05-06 14:58:55,367 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:35:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-05-06 14:59:40,656 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:34:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-05-06 15:00:25,962 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:34:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-05-06 15:01:11,078 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:33:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-05-06 15:01:56,367 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:32:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4509, loss: 1.4509 +2025-05-06 15:02:41,595 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:31:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4096, loss: 1.4096 +2025-05-06 15:03:26,617 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:31:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-05-06 15:04:11,656 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:30:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4198, loss: 1.4198 +2025-05-06 15:04:56,847 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:29:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4209, loss: 1.4209 +2025-05-06 15:05:42,084 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:28:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4182, loss: 1.4182 +2025-05-06 15:06:27,346 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:28:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3842, loss: 1.3842 +2025-05-06 15:06:30,045 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-06 15:10:38,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 15:10:39,177 - pyskl - INFO - +top1_acc 0.9127 +top5_acc 0.9843 +2025-05-06 15:10:39,242 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_139.pth was removed +2025-05-06 15:10:40,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-06 15:10:40,384 - pyskl - INFO - Best top1_acc is 0.9127 at 142 epoch. +2025-05-06 15:10:40,406 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.9127, top5_acc: 0.9843 +2025-05-06 15:11:48,755 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:27:18, time: 0.683, data_time: 0.233, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4682, loss: 1.4682 +2025-05-06 15:12:33,851 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:26:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4106, loss: 1.4106 +2025-05-06 15:13:19,038 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:25:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-05-06 15:14:04,144 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:25:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-05-06 15:14:49,266 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:24:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4334, loss: 1.4334 +2025-05-06 15:15:34,456 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:23:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-05-06 15:16:19,707 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:22:42, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4440, loss: 1.4440 +2025-05-06 15:17:05,042 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:21:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-05-06 15:17:50,262 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:21:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4100, loss: 1.4100 +2025-05-06 15:18:35,444 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:20:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-05-06 15:19:20,721 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:19:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3783, loss: 1.3783 +2025-05-06 15:20:05,931 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:18:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3655, loss: 1.3655 +2025-05-06 15:20:51,179 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:18:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3842, loss: 1.3842 +2025-05-06 15:21:36,510 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:17:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-05-06 15:22:21,741 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:16:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3563, loss: 1.3563 +2025-05-06 15:23:06,964 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:15:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3961, loss: 1.3961 +2025-05-06 15:23:52,224 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:15:04, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-05-06 15:24:37,445 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:14:18, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3506, loss: 1.3506 +2025-05-06 15:25:22,763 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:13:32, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-05-06 15:26:08,006 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:12:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3860, loss: 1.3860 +2025-05-06 15:26:53,239 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:12:00, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3834, loss: 1.3834 +2025-05-06 15:27:38,379 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:11:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-05-06 15:28:23,558 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:10:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4033, loss: 1.4033 +2025-05-06 15:29:08,824 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:09:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3445, loss: 1.3445 +2025-05-06 15:29:54,106 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:08:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3815, loss: 1.3815 +2025-05-06 15:30:39,358 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:08:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3782, loss: 1.3782 +2025-05-06 15:31:24,607 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:07:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-05-06 15:32:09,853 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:06:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-05-06 15:32:55,317 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:05:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3967, loss: 1.3967 +2025-05-06 15:33:40,634 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:05:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3788, loss: 1.3788 +2025-05-06 15:34:25,937 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:04:22, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3761, loss: 1.3761 +2025-05-06 15:35:11,260 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:03:36, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-05-06 15:35:56,484 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:02:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4301, loss: 1.4301 +2025-05-06 15:36:41,660 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:02:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3548, loss: 1.3548 +2025-05-06 15:36:44,352 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-06 15:40:52,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 15:40:53,423 - pyskl - INFO - +top1_acc 0.9123 +top5_acc 0.9837 +2025-05-06 15:40:53,443 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.9123, top5_acc: 0.9837 +2025-05-06 15:42:01,738 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:01:17, time: 0.683, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3544, loss: 1.3544 +2025-05-06 15:42:46,712 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 3:00:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4315, loss: 1.4315 +2025-05-06 15:43:31,928 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:59:45, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3405, loss: 1.3405 +2025-05-06 15:44:16,971 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:58:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3902, loss: 1.3902 +2025-05-06 15:45:01,764 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:58:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4574, loss: 1.4574 +2025-05-06 15:45:46,938 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:57:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3837, loss: 1.3837 +2025-05-06 15:46:32,325 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:56:42, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-05-06 15:47:17,472 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:55:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3704, loss: 1.3704 +2025-05-06 15:48:02,688 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:55:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3569, loss: 1.3569 +2025-05-06 15:48:47,777 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:54:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3845, loss: 1.3845 +2025-05-06 15:49:32,949 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:53:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-05-06 15:50:18,037 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:52:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3905, loss: 1.3905 +2025-05-06 15:51:03,149 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:52:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3889, loss: 1.3889 +2025-05-06 15:51:48,376 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:51:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3370, loss: 1.3370 +2025-05-06 15:52:33,517 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:50:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3581, loss: 1.3581 +2025-05-06 15:53:18,714 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:49:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-05-06 15:54:03,875 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:49:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3459, loss: 1.3459 +2025-05-06 15:54:49,205 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:48:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-05-06 15:55:34,383 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:47:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 +2025-05-06 15:56:19,621 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:46:46, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4154, loss: 1.4154 +2025-05-06 15:57:04,693 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:46:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4233, loss: 1.4233 +2025-05-06 15:57:49,777 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:45:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3875, loss: 1.3875 +2025-05-06 15:58:34,916 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:44:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-05-06 15:59:20,127 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:43:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3369, loss: 1.3369 +2025-05-06 16:00:05,278 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:42:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3282, loss: 1.3282 +2025-05-06 16:00:50,450 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:42:11, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4015, loss: 1.4015 +2025-05-06 16:01:35,695 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:41:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4367, loss: 1.4367 +2025-05-06 16:02:21,039 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:40:39, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3685, loss: 1.3685 +2025-05-06 16:03:06,207 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:39:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3982, loss: 1.3982 +2025-05-06 16:03:51,451 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:39:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-05-06 16:04:36,847 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:38:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-05-06 16:05:22,266 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:37:36, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4126, loss: 1.4126 +2025-05-06 16:06:07,647 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:36:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-05-06 16:06:52,835 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:36:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-05-06 16:06:55,524 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-06 16:11:03,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 16:11:04,207 - pyskl - INFO - +top1_acc 0.9125 +top5_acc 0.9842 +2025-05-06 16:11:04,228 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.9125, top5_acc: 0.9842 +2025-05-06 16:12:12,478 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:35:17, time: 0.682, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-05-06 16:12:57,568 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:34:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-05-06 16:13:42,700 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:33:45, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3934, loss: 1.3934 +2025-05-06 16:14:27,876 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:32:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 +2025-05-06 16:15:12,992 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:32:13, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-05-06 16:15:58,098 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:31:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3578, loss: 1.3578 +2025-05-06 16:16:43,181 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:30:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3888, loss: 1.3888 +2025-05-06 16:17:28,352 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:29:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-05-06 16:18:13,523 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:29:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4121, loss: 1.4121 +2025-05-06 16:18:58,684 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:28:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3875, loss: 1.3875 +2025-05-06 16:19:43,818 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:27:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2923, loss: 1.2923 +2025-05-06 16:20:28,894 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:26:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3710, loss: 1.3710 +2025-05-06 16:21:14,095 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:26:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3510, loss: 1.3510 +2025-05-06 16:21:59,211 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:25:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3111, loss: 1.3111 +2025-05-06 16:22:44,372 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:24:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-05-06 16:23:29,640 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:23:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3142, loss: 1.3142 +2025-05-06 16:24:14,886 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:23:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-05-06 16:25:00,023 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:22:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3677, loss: 1.3677 +2025-05-06 16:25:45,156 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:21:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-05-06 16:26:30,473 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:20:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4031, loss: 1.4031 +2025-05-06 16:27:15,625 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:19:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4121, loss: 1.4121 +2025-05-06 16:28:00,808 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:19:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3395, loss: 1.3395 +2025-05-06 16:28:46,007 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:18:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3615, loss: 1.3615 +2025-05-06 16:29:31,162 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:17:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-05-06 16:30:16,284 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:16:56, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3673, loss: 1.3673 +2025-05-06 16:31:01,466 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:16:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3933, loss: 1.3933 +2025-05-06 16:31:46,628 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:15:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-05-06 16:32:31,822 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:14:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3622, loss: 1.3622 +2025-05-06 16:33:17,039 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:13:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3795, loss: 1.3795 +2025-05-06 16:34:02,348 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:13:07, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3908, loss: 1.3908 +2025-05-06 16:34:47,658 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:12:21, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3721, loss: 1.3721 +2025-05-06 16:35:32,875 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:11:35, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-05-06 16:36:18,140 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:10:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3579, loss: 1.3579 +2025-05-06 16:37:03,519 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:10:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4271, loss: 1.4271 +2025-05-06 16:37:06,184 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-06 16:41:17,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 16:41:18,510 - pyskl - INFO - +top1_acc 0.9137 +top5_acc 0.9841 +2025-05-06 16:41:18,566 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_142.pth was removed +2025-05-06 16:41:19,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-06 16:41:19,632 - pyskl - INFO - Best top1_acc is 0.9137 at 145 epoch. +2025-05-06 16:41:19,655 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.9137, top5_acc: 0.9841 +2025-05-06 16:42:28,018 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:09:16, time: 0.684, data_time: 0.229, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-05-06 16:43:13,459 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:08:30, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3137, loss: 1.3137 +2025-05-06 16:43:59,037 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:07:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3912, loss: 1.3912 +2025-05-06 16:44:44,393 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:06:58, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-05-06 16:45:29,571 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:06:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-05-06 16:46:14,753 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:05:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.3940, loss: 1.3940 +2025-05-06 16:46:59,968 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:04:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-05-06 16:47:45,180 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:03:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 +2025-05-06 16:48:30,282 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:03:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3560, loss: 1.3560 +2025-05-06 16:49:15,497 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:02:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3376, loss: 1.3376 +2025-05-06 16:50:00,662 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:01:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4206, loss: 1.4206 +2025-05-06 16:50:45,878 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:00:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3160, loss: 1.3160 +2025-05-06 16:51:30,996 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 2:00:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3405, loss: 1.3405 +2025-05-06 16:52:16,372 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:59:20, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3576, loss: 1.3576 +2025-05-06 16:53:01,834 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:58:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3367, loss: 1.3367 +2025-05-06 16:53:47,200 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:57:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3095, loss: 1.3095 +2025-05-06 16:54:32,536 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:57:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4292, loss: 1.4292 +2025-05-06 16:55:17,802 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:56:17, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3569, loss: 1.3569 +2025-05-06 16:56:03,073 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:55:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-05-06 16:56:48,360 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:54:45, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-05-06 16:57:33,566 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:53:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3528, loss: 1.3528 +2025-05-06 16:58:18,804 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:53:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3323, loss: 1.3323 +2025-05-06 16:59:03,984 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:52:27, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3705, loss: 1.3705 +2025-05-06 16:59:49,230 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:51:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-06 17:00:34,391 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:50:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-05-06 17:01:19,568 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:50:10, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3285, loss: 1.3285 +2025-05-06 17:02:04,827 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:49:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3322, loss: 1.3322 +2025-05-06 17:02:49,960 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:48:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4061, loss: 1.4061 +2025-05-06 17:03:35,007 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:47:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3762, loss: 1.3762 +2025-05-06 17:04:20,212 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:47:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3196, loss: 1.3196 +2025-05-06 17:05:05,408 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:46:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-05-06 17:05:50,752 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:45:35, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4105, loss: 1.4105 +2025-05-06 17:06:36,035 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:44:49, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3838, loss: 1.3838 +2025-05-06 17:07:21,407 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:44:03, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3742, loss: 1.3742 +2025-05-06 17:07:24,086 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-06 17:11:35,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 17:11:36,081 - pyskl - INFO - +top1_acc 0.9127 +top5_acc 0.9820 +2025-05-06 17:11:36,103 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.9127, top5_acc: 0.9820 +2025-05-06 17:12:44,358 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:43:16, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3416, loss: 1.3416 +2025-05-06 17:13:29,512 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:42:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3360, loss: 1.3360 +2025-05-06 17:14:14,742 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:41:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-05-06 17:14:59,974 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:40:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3942, loss: 1.3942 +2025-05-06 17:15:45,171 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:40:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3024, loss: 1.3024 +2025-05-06 17:16:30,387 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:39:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3605, loss: 1.3605 +2025-05-06 17:17:15,643 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:38:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3376, loss: 1.3376 +2025-05-06 17:18:00,810 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:37:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-05-06 17:18:46,020 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:37:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 +2025-05-06 17:19:31,172 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:36:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-05-06 17:20:16,304 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:35:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3181, loss: 1.3181 +2025-05-06 17:21:01,412 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:34:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3896, loss: 1.3896 +2025-05-06 17:21:46,509 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:34:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2833, loss: 1.2833 +2025-05-06 17:22:31,735 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:33:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3678, loss: 1.3678 +2025-05-06 17:23:17,110 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:32:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-05-06 17:24:02,318 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:31:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3946, loss: 1.3946 +2025-05-06 17:24:47,506 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:31:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-05-06 17:25:32,621 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:30:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3990, loss: 1.3990 +2025-05-06 17:26:17,753 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:29:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3773, loss: 1.3773 +2025-05-06 17:27:03,250 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:28:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3256, loss: 1.3256 +2025-05-06 17:27:48,529 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:27:59, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3700, loss: 1.3700 +2025-05-06 17:28:33,798 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:27:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3469, loss: 1.3469 +2025-05-06 17:29:19,152 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:26:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3853, loss: 1.3853 +2025-05-06 17:30:04,408 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:25:41, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3445, loss: 1.3445 +2025-05-06 17:30:49,734 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:24:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-05-06 17:31:35,087 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:24:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-05-06 17:32:20,393 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:23:24, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-06 17:33:05,686 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:22:38, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3480, loss: 1.3480 +2025-05-06 17:33:50,874 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:21:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3744, loss: 1.3744 +2025-05-06 17:34:36,188 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:21:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-05-06 17:35:21,399 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:20:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3929, loss: 1.3929 +2025-05-06 17:36:06,608 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:19:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-05-06 17:36:51,795 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:18:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-05-06 17:37:36,986 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:18:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-05-06 17:37:39,679 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-06 17:41:51,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 17:41:52,011 - pyskl - INFO - +top1_acc 0.9114 +top5_acc 0.9794 +2025-05-06 17:41:52,032 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.9114, top5_acc: 0.9794 +2025-05-06 17:43:00,255 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:17:15, time: 0.682, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3918, loss: 1.3918 +2025-05-06 17:43:45,247 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:16:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3437, loss: 1.3437 +2025-05-06 17:44:30,484 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:15:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3666, loss: 1.3666 +2025-05-06 17:45:15,714 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:14:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3567, loss: 1.3567 +2025-05-06 17:46:00,929 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:14:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2899, loss: 1.2899 +2025-05-06 17:46:46,117 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:13:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-05-06 17:47:31,302 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:12:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-05-06 17:48:16,480 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:11:54, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3483, loss: 1.3483 +2025-05-06 17:49:01,655 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:11:08, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3543, loss: 1.3543 +2025-05-06 17:49:46,850 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:10:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-05-06 17:50:31,987 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:09:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4029, loss: 1.4029 +2025-05-06 17:51:17,108 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:08:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3550, loss: 1.3550 +2025-05-06 17:52:02,399 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:08:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-05-06 17:52:47,583 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:07:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3380, loss: 1.3380 +2025-05-06 17:53:32,654 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:06:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-05-06 17:54:17,758 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:05:48, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3579, loss: 1.3579 +2025-05-06 17:55:02,888 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:05:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2934, loss: 1.2934 +2025-05-06 17:55:48,015 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:04:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3394, loss: 1.3394 +2025-05-06 17:56:33,114 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:03:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-05-06 17:57:18,339 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:02:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3879, loss: 1.3879 +2025-05-06 17:58:03,454 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:01:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3510, loss: 1.3510 +2025-05-06 17:58:48,586 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:01:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3677, loss: 1.3677 +2025-05-06 17:59:33,701 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:00:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4172, loss: 1.4172 +2025-05-06 18:00:18,887 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:59:41, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-05-06 18:01:03,959 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:58:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-05-06 18:01:49,138 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:58:09, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-06 18:02:34,441 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:57:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-05-06 18:03:19,541 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:56:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3587, loss: 1.3587 +2025-05-06 18:04:04,697 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:55:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3558, loss: 1.3558 +2025-05-06 18:04:49,881 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:55:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3099, loss: 1.3099 +2025-05-06 18:05:35,184 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:54:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3046, loss: 1.3046 +2025-05-06 18:06:20,419 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:53:34, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3848, loss: 1.3848 +2025-05-06 18:07:05,679 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:52:48, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3761, loss: 1.3761 +2025-05-06 18:07:50,868 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:52:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3403, loss: 1.3403 +2025-05-06 18:07:53,545 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-06 18:12:01,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 18:12:02,116 - pyskl - INFO - +top1_acc 0.9128 +top5_acc 0.9839 +2025-05-06 18:12:02,138 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.9128, top5_acc: 0.9839 +2025-05-06 18:13:10,658 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:51:15, time: 0.685, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3839, loss: 1.3839 +2025-05-06 18:13:55,942 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:50:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3641, loss: 1.3641 +2025-05-06 18:14:41,186 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:49:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-05-06 18:15:26,441 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:48:57, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3086, loss: 1.3086 +2025-05-06 18:16:11,711 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-05-06 18:16:56,978 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:47:25, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3869, loss: 1.3869 +2025-05-06 18:17:42,214 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:46:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-05-06 18:18:27,542 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:45:54, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3573, loss: 1.3573 +2025-05-06 18:19:12,806 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:45:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3542, loss: 1.3542 +2025-05-06 18:19:58,043 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:44:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3337, loss: 1.3337 +2025-05-06 18:20:43,207 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:43:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4072, loss: 1.4072 +2025-05-06 18:21:28,377 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:42:50, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-05-06 18:22:13,458 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:42:05, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3608, loss: 1.3608 +2025-05-06 18:22:58,799 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:19, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3684, loss: 1.3684 +2025-05-06 18:23:44,375 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:40:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3253, loss: 1.3253 +2025-05-06 18:24:29,700 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:39:47, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3362, loss: 1.3362 +2025-05-06 18:25:14,991 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:39:01, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-05-06 18:26:00,294 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3886, loss: 1.3886 +2025-05-06 18:26:45,643 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:30, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3335, loss: 1.3335 +2025-05-06 18:27:31,333 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:36:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3801, loss: 1.3801 +2025-05-06 18:28:16,383 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:35:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3097, loss: 1.3097 +2025-05-06 18:29:01,651 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3204, loss: 1.3204 +2025-05-06 18:29:46,858 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-05-06 18:30:32,144 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:33:40, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 +2025-05-06 18:31:17,400 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:32:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-05-06 18:32:02,675 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:09, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3157, loss: 1.3157 +2025-05-06 18:32:47,981 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-05-06 18:33:33,276 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:37, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3817, loss: 1.3817 +2025-05-06 18:34:18,525 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:29:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3670, loss: 1.3670 +2025-05-06 18:35:03,773 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:29:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3526, loss: 1.3526 +2025-05-06 18:35:48,990 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-05-06 18:36:34,280 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-05-06 18:37:19,510 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:26:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3591, loss: 1.3591 +2025-05-06 18:38:04,789 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:26:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3865, loss: 1.3865 +2025-05-06 18:38:07,507 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-06 18:42:14,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 18:42:15,250 - pyskl - INFO - +top1_acc 0.9135 +top5_acc 0.9830 +2025-05-06 18:42:15,272 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.9135, top5_acc: 0.9830 +2025-05-06 18:43:23,273 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:14, time: 0.680, data_time: 0.228, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-05-06 18:44:08,420 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3801, loss: 1.3801 +2025-05-06 18:44:53,485 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-05-06 18:45:38,554 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3112, loss: 1.3112 +2025-05-06 18:46:23,935 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3322, loss: 1.3322 +2025-05-06 18:47:09,099 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:25, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3560, loss: 1.3560 +2025-05-06 18:47:54,306 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:39, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-05-06 18:48:39,522 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-05-06 18:49:24,759 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-05-06 18:50:09,920 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:22, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3880, loss: 1.3880 +2025-05-06 18:50:55,125 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3570, loss: 1.3570 +2025-05-06 18:51:40,460 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:50, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-05-06 18:52:25,689 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:04, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2884, loss: 1.2884 +2025-05-06 18:53:11,165 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3018, loss: 1.3018 +2025-05-06 18:53:56,615 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3157, loss: 1.3157 +2025-05-06 18:54:41,816 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4107, loss: 1.4107 +2025-05-06 18:55:27,010 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:13:01, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3130, loss: 1.3130 +2025-05-06 18:56:12,321 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:15, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3616, loss: 1.3616 +2025-05-06 18:56:57,610 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:29, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3109, loss: 1.3109 +2025-05-06 18:57:42,926 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3965, loss: 1.3965 +2025-05-06 18:58:28,163 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:58, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3799, loss: 1.3799 +2025-05-06 18:59:13,351 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:12, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3847, loss: 1.3847 +2025-05-06 18:59:58,500 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3161, loss: 1.3161 +2025-05-06 19:00:43,671 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-05-06 19:01:29,053 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:54, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-05-06 19:02:14,310 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:08, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 +2025-05-06 19:02:59,566 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:23, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4133, loss: 1.4133 +2025-05-06 19:03:44,813 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3519, loss: 1.3519 +2025-05-06 19:04:30,010 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3170, loss: 1.3170 +2025-05-06 19:05:15,195 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:05, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3460, loss: 1.3460 +2025-05-06 19:06:00,395 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3478, loss: 1.3478 +2025-05-06 19:06:45,603 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3036, loss: 1.3036 +2025-05-06 19:07:30,800 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3384, loss: 1.3384 +2025-05-06 19:08:16,043 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-05-06 19:08:18,698 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-06 19:12:30,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-06 19:12:30,718 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9848 +2025-05-06 19:12:30,784 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_145.pth was removed +2025-05-06 19:12:31,874 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2025-05-06 19:12:31,876 - pyskl - INFO - Best top1_acc is 0.9142 at 150 epoch. +2025-05-06 19:12:31,900 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.9142, top5_acc: 0.9848 +2025-05-06 19:12:43,565 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-05-06 19:47:31,671 - pyskl - INFO - Testing results of the last checkpoint +2025-05-06 19:47:31,672 - pyskl - INFO - top1_acc: 0.9157 +2025-05-06 19:47:31,672 - pyskl - INFO - top5_acc: 0.9851 +2025-05-06 19:47:31,673 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/b_1/best_top1_acc_epoch_150.pth +2025-05-06 20:21:56,524 - pyskl - INFO - Testing results of the best checkpoint +2025-05-06 20:21:56,524 - pyskl - INFO - top1_acc: 0.9157 +2025-05-06 20:21:56,524 - pyskl - INFO - top5_acc: 0.9851