diff --git "a/ntu120_xset/km/20250627_105655.log" "b/ntu120_xset/km/20250627_105655.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/km/20250627_105655.log" @@ -0,0 +1,6350 @@ +2025-06-27 10:56:55,731 - 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+ +------------------------------------------------------------ + +2025-06-27 10:56:56,077 - pyskl - INFO - Config: modality = 'km' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/km' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='km', + 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/km', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +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=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/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=['km']), + 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=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='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=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='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) + +2025-06-27 10:56:56,077 - pyskl - INFO - Set random seed to 883873149, deterministic: False +2025-06-27 10:57:09,382 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-27 10:57:18,724 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-27 10:57:18,768 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km +2025-06-27 10:57:18,769 - 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 + -------------------- +2025-06-27 10:57:18,769 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-27 10:57:18,769 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km by HardDiskBackend. +2025-06-27 10:58:26,486 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 0:02:57, time: 0.677, data_time: 0.223, memory: 13267, top1_acc: 0.0138, top5_acc: 0.0612, loss_cls: 11.9886, loss: 11.9886 +2025-06-27 10:59:11,183 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 7:42:34, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0131, top5_acc: 0.0737, loss_cls: 11.1617, loss: 11.1617 +2025-06-27 10:59:56,153 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 2:23:02, time: 0.450, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1244, loss_cls: 10.8687, loss: 10.8687 +2025-06-27 11:00:40,870 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 2 days, 23:37:30, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1600, loss_cls: 10.6104, loss: 10.6104 +2025-06-27 11:01:25,788 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 22:01:18, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0481, top5_acc: 0.1706, loss_cls: 10.3978, loss: 10.3978 +2025-06-27 11:02:10,460 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 20:53:25, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0381, top5_acc: 0.1925, loss_cls: 10.2284, loss: 10.2284 +2025-06-27 11:02:55,207 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 20:05:38, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0506, top5_acc: 0.2013, loss_cls: 10.0872, loss: 10.0872 +2025-06-27 11:03:39,869 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 19:28:43, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0481, top5_acc: 0.1988, loss_cls: 10.0534, loss: 10.0534 +2025-06-27 11:04:24,496 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 18:59:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0475, top5_acc: 0.2013, loss_cls: 9.9526, loss: 9.9526 +2025-06-27 11:05:09,093 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 18:35:44, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0600, top5_acc: 0.2444, loss_cls: 9.8123, loss: 9.8123 +2025-06-27 11:05:53,964 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 18:18:15, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0631, top5_acc: 0.2569, loss_cls: 9.7602, loss: 9.7602 +2025-06-27 11:06:38,819 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 18:03:27, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.0750, top5_acc: 0.2644, loss_cls: 9.6669, loss: 9.6669 +2025-06-27 11:07:23,644 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 17:50:37, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0650, top5_acc: 0.2725, loss_cls: 9.6581, loss: 9.6581 +2025-06-27 11:08:08,471 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 17:39:32, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0850, top5_acc: 0.3038, loss_cls: 9.4371, loss: 9.4371 +2025-06-27 11:08:53,225 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 17:29:24, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0875, top5_acc: 0.3131, loss_cls: 9.3697, loss: 9.3697 +2025-06-27 11:09:38,037 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 17:20:46, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0975, top5_acc: 0.3375, loss_cls: 9.3094, loss: 9.3094 +2025-06-27 11:10:22,901 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 17:13:18, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1037, top5_acc: 0.3606, loss_cls: 9.2236, loss: 9.2236 +2025-06-27 11:11:07,632 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 17:05:58, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.3756, loss_cls: 9.0517, loss: 9.0517 +2025-06-27 11:11:52,388 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 16:59:26, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1319, top5_acc: 0.4012, loss_cls: 8.9473, loss: 8.9473 +2025-06-27 11:12:37,155 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 16:53:31, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1175, top5_acc: 0.3875, loss_cls: 8.9464, loss: 8.9464 +2025-06-27 11:13:21,885 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 16:47:57, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1462, top5_acc: 0.4225, loss_cls: 8.8823, loss: 8.8823 +2025-06-27 11:14:06,742 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 16:43:19, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1456, top5_acc: 0.4194, loss_cls: 8.8426, loss: 8.8426 +2025-06-27 11:14:51,620 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 16:39:06, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1537, top5_acc: 0.4531, loss_cls: 8.6622, loss: 8.6622 +2025-06-27 11:15:36,446 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 16:34:59, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1831, top5_acc: 0.4656, loss_cls: 8.5496, loss: 8.5496 +2025-06-27 11:16:21,218 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 16:30:57, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1575, top5_acc: 0.4863, loss_cls: 8.4618, loss: 8.4618 +2025-06-27 11:17:05,950 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 16:27:02, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1781, top5_acc: 0.5012, loss_cls: 8.4791, loss: 8.4791 +2025-06-27 11:17:50,635 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 16:23:13, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1888, top5_acc: 0.5319, loss_cls: 8.3593, loss: 8.3593 +2025-06-27 11:18:35,355 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 16:19:43, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2144, top5_acc: 0.5306, loss_cls: 8.3213, loss: 8.3213 +2025-06-27 11:19:20,224 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 16:16:51, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.2200, top5_acc: 0.5406, loss_cls: 8.1986, loss: 8.1986 +2025-06-27 11:20:05,067 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 16:14:03, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2256, top5_acc: 0.5669, loss_cls: 8.1063, loss: 8.1063 +2025-06-27 11:20:49,904 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 16:11:22, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2338, top5_acc: 0.5569, loss_cls: 8.0667, loss: 8.0667 +2025-06-27 11:21:34,603 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 16:08:26, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2512, top5_acc: 0.5756, loss_cls: 7.9965, loss: 7.9965 +2025-06-27 11:22:19,571 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 16:06:20, time: 0.450, data_time: 0.000, memory: 13267, top1_acc: 0.2700, top5_acc: 0.6131, loss_cls: 7.9384, loss: 7.9384 +2025-06-27 11:23:04,678 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 16:04:38, time: 0.451, data_time: 0.000, memory: 13267, top1_acc: 0.2419, top5_acc: 0.5988, loss_cls: 7.9645, loss: 7.9645 +2025-06-27 11:23:07,339 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-27 11:27:07,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:27:07,632 - pyskl - INFO - +top1_acc 0.2423 +top5_acc 0.5823 +2025-06-27 11:27:08,600 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-27 11:27:08,602 - pyskl - INFO - Best top1_acc is 0.2423 at 1 epoch. +2025-06-27 11:27:08,622 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2423, top5_acc: 0.5823 +2025-06-27 11:28:15,358 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 16:49:39, time: 0.667, data_time: 0.220, memory: 13268, top1_acc: 0.2344, top5_acc: 0.5819, loss_cls: 7.9777, loss: 7.9777 +2025-06-27 11:29:00,145 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 16:46:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.2712, top5_acc: 0.6156, loss_cls: 7.7811, loss: 7.7811 +2025-06-27 11:29:44,876 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 16:42:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2787, top5_acc: 0.6319, loss_cls: 7.7139, loss: 7.7139 +2025-06-27 11:30:29,595 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 16:38:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2844, top5_acc: 0.6356, loss_cls: 7.6513, loss: 7.6513 +2025-06-27 11:31:14,316 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 16:35:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2794, top5_acc: 0.6506, loss_cls: 7.6882, loss: 7.6882 +2025-06-27 11:31:59,027 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 16:32:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.2913, top5_acc: 0.6575, loss_cls: 7.5654, loss: 7.5654 +2025-06-27 11:32:43,755 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 16:29:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3019, top5_acc: 0.6775, loss_cls: 7.5722, loss: 7.5722 +2025-06-27 11:33:28,436 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 16:26:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3306, top5_acc: 0.6837, loss_cls: 7.3193, loss: 7.3193 +2025-06-27 11:34:13,201 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 16:23:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3300, top5_acc: 0.6994, loss_cls: 7.3646, loss: 7.3646 +2025-06-27 11:34:57,915 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 16:20:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3387, top5_acc: 0.6900, loss_cls: 7.2811, loss: 7.2811 +2025-06-27 11:35:42,657 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 16:18:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3312, top5_acc: 0.6931, loss_cls: 7.3178, loss: 7.3178 +2025-06-27 11:36:27,432 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 16:15:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3519, top5_acc: 0.7113, loss_cls: 7.1597, loss: 7.1597 +2025-06-27 11:37:12,140 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 16:12:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3294, top5_acc: 0.6969, loss_cls: 7.2762, loss: 7.2762 +2025-06-27 11:37:56,921 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 16:10:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3638, top5_acc: 0.7231, loss_cls: 7.0906, loss: 7.0906 +2025-06-27 11:38:41,691 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 16:08:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3600, top5_acc: 0.7456, loss_cls: 6.9875, loss: 6.9875 +2025-06-27 11:39:26,434 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 16:06:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.3800, top5_acc: 0.7281, loss_cls: 7.0489, loss: 7.0489 +2025-06-27 11:40:11,357 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 16:04:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4138, top5_acc: 0.7544, loss_cls: 6.9464, loss: 6.9464 +2025-06-27 11:40:56,187 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 16:02:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3681, top5_acc: 0.7294, loss_cls: 7.0926, loss: 7.0926 +2025-06-27 11:41:41,023 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 16:00:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.3962, top5_acc: 0.7544, loss_cls: 6.8714, loss: 6.8714 +2025-06-27 11:42:25,966 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 15:58:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.3831, top5_acc: 0.7419, loss_cls: 6.8471, loss: 6.8471 +2025-06-27 11:43:10,938 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 15:56:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.4062, top5_acc: 0.7550, loss_cls: 6.7838, loss: 6.7838 +2025-06-27 11:43:55,819 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 15:54:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4119, top5_acc: 0.7588, loss_cls: 6.8085, loss: 6.8085 +2025-06-27 11:44:40,645 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 15:53:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4156, top5_acc: 0.7669, loss_cls: 6.8404, loss: 6.8404 +2025-06-27 11:45:25,454 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 15:51:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4163, top5_acc: 0.7606, loss_cls: 6.8460, loss: 6.8460 +2025-06-27 11:46:10,265 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 15:49:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4225, top5_acc: 0.7844, loss_cls: 6.6331, loss: 6.6331 +2025-06-27 11:46:54,994 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 15:47:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.7738, loss_cls: 6.6259, loss: 6.6259 +2025-06-27 11:47:39,681 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 15:45:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4306, top5_acc: 0.7863, loss_cls: 6.6623, loss: 6.6623 +2025-06-27 11:48:24,300 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 15:43:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4537, top5_acc: 0.7819, loss_cls: 6.5980, loss: 6.5980 +2025-06-27 11:49:08,943 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 15:41:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4531, top5_acc: 0.7806, loss_cls: 6.5387, loss: 6.5387 +2025-06-27 11:49:53,655 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 15:40:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4281, top5_acc: 0.7994, loss_cls: 6.5904, loss: 6.5904 +2025-06-27 11:50:38,379 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 15:38:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4319, top5_acc: 0.7719, loss_cls: 6.6153, loss: 6.6153 +2025-06-27 11:51:23,230 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 15:37:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4612, top5_acc: 0.7944, loss_cls: 6.5071, loss: 6.5071 +2025-06-27 11:52:08,287 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 15:35:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4594, top5_acc: 0.8056, loss_cls: 6.5196, loss: 6.5196 +2025-06-27 11:52:53,338 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 15:34:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8094, loss_cls: 6.2922, loss: 6.2922 +2025-06-27 11:52:55,951 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-27 11:56:55,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:56:56,221 - pyskl - INFO - +top1_acc 0.4557 +top5_acc 0.7920 +2025-06-27 11:56:56,272 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_1.pth was removed +2025-06-27 11:56:57,310 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-27 11:56:57,312 - pyskl - INFO - Best top1_acc is 0.4557 at 2 epoch. +2025-06-27 11:56:57,334 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4557, top5_acc: 0.7920 +2025-06-27 11:58:04,290 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 15:57:10, time: 0.669, data_time: 0.221, memory: 13268, top1_acc: 0.4744, top5_acc: 0.8194, loss_cls: 6.4325, loss: 6.4325 +2025-06-27 11:58:49,119 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 15:55:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4675, top5_acc: 0.8094, loss_cls: 6.4432, loss: 6.4432 +2025-06-27 11:59:34,010 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 15:53:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4713, top5_acc: 0.8237, loss_cls: 6.2516, loss: 6.2516 +2025-06-27 12:00:18,918 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 15:52:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4662, top5_acc: 0.8131, loss_cls: 6.3595, loss: 6.3595 +2025-06-27 12:01:03,696 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 15:50:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8113, loss_cls: 6.3798, loss: 6.3798 +2025-06-27 12:01:48,547 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 15:48:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4731, top5_acc: 0.8087, loss_cls: 6.3057, loss: 6.3057 +2025-06-27 12:02:33,513 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 15:47:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8406, loss_cls: 6.3060, loss: 6.3060 +2025-06-27 12:03:18,421 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 15:45:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4894, top5_acc: 0.8306, loss_cls: 6.1243, loss: 6.1243 +2025-06-27 12:04:03,247 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 15:43:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5100, top5_acc: 0.8350, loss_cls: 6.1234, loss: 6.1234 +2025-06-27 12:04:48,017 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 15:42:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8263, loss_cls: 6.0902, loss: 6.0902 +2025-06-27 12:05:32,743 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 15:40:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5100, top5_acc: 0.8287, loss_cls: 6.2313, loss: 6.2313 +2025-06-27 12:06:17,497 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 15:38:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5094, top5_acc: 0.8194, loss_cls: 6.2619, loss: 6.2619 +2025-06-27 12:07:02,213 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 15:37:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5119, top5_acc: 0.8287, loss_cls: 6.1377, loss: 6.1377 +2025-06-27 12:07:46,990 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 15:35:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5238, top5_acc: 0.8525, loss_cls: 6.0651, loss: 6.0651 +2025-06-27 12:08:31,918 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 15:34:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5256, top5_acc: 0.8475, loss_cls: 6.0889, loss: 6.0889 +2025-06-27 12:09:16,668 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 15:32:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8387, loss_cls: 6.0702, loss: 6.0702 +2025-06-27 12:10:01,606 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 15:31:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8306, loss_cls: 6.1878, loss: 6.1878 +2025-06-27 12:10:46,423 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 15:29:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5031, top5_acc: 0.8200, loss_cls: 6.2118, loss: 6.2118 +2025-06-27 12:11:31,269 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 15:28:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5487, top5_acc: 0.8600, loss_cls: 5.9090, loss: 5.9090 +2025-06-27 12:12:16,115 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 15:27:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5062, top5_acc: 0.8544, loss_cls: 6.0772, loss: 6.0772 +2025-06-27 12:13:00,971 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 15:25:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8481, loss_cls: 6.0294, loss: 6.0294 +2025-06-27 12:13:45,907 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 15:24:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5344, top5_acc: 0.8462, loss_cls: 6.0006, loss: 6.0006 +2025-06-27 12:14:30,794 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 15:23:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5281, top5_acc: 0.8594, loss_cls: 5.9502, loss: 5.9502 +2025-06-27 12:15:15,747 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 15:21:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.5513, top5_acc: 0.8744, loss_cls: 5.7161, loss: 5.7161 +2025-06-27 12:16:00,601 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 15:20:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5119, top5_acc: 0.8569, loss_cls: 5.9476, loss: 5.9476 +2025-06-27 12:16:45,445 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 15:19:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5325, top5_acc: 0.8506, loss_cls: 5.9224, loss: 5.9224 +2025-06-27 12:17:30,339 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 15:18:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5250, top5_acc: 0.8588, loss_cls: 5.8770, loss: 5.8770 +2025-06-27 12:18:15,190 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 15:16:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8500, loss_cls: 5.8640, loss: 5.8640 +2025-06-27 12:19:00,047 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 15:15:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5262, top5_acc: 0.8612, loss_cls: 5.9529, loss: 5.9529 +2025-06-27 12:19:44,908 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 15:14:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8738, loss_cls: 5.7896, loss: 5.7896 +2025-06-27 12:20:29,705 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 15:12:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8531, loss_cls: 5.7495, loss: 5.7495 +2025-06-27 12:21:14,594 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 15:11:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8706, loss_cls: 5.7653, loss: 5.7653 +2025-06-27 12:21:59,580 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 15:10:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8606, loss_cls: 5.8255, loss: 5.8255 +2025-06-27 12:22:44,469 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 15:09:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5506, top5_acc: 0.8681, loss_cls: 5.7590, loss: 5.7590 +2025-06-27 12:22:47,085 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-27 12:26:46,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:26:47,503 - pyskl - INFO - +top1_acc 0.5570 +top5_acc 0.8565 +2025-06-27 12:26:47,550 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_2.pth was removed +2025-06-27 12:26:48,571 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-27 12:26:48,572 - pyskl - INFO - Best top1_acc is 0.5570 at 3 epoch. +2025-06-27 12:26:48,591 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5570, top5_acc: 0.8565 +2025-06-27 12:27:55,962 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 15:24:27, time: 0.674, data_time: 0.224, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8612, loss_cls: 5.8016, loss: 5.8016 +2025-06-27 12:28:40,593 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 15:22:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5550, top5_acc: 0.8669, loss_cls: 5.7601, loss: 5.7601 +2025-06-27 12:29:25,348 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 15:21:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8756, loss_cls: 5.6654, loss: 5.6654 +2025-06-27 12:30:10,113 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 15:20:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8744, loss_cls: 5.5901, loss: 5.5901 +2025-06-27 12:30:55,131 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 15:18:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.5800, top5_acc: 0.8775, loss_cls: 5.6316, loss: 5.6316 +2025-06-27 12:31:39,872 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 15:17:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8788, loss_cls: 5.7206, loss: 5.7206 +2025-06-27 12:32:24,651 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 15:16:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5581, top5_acc: 0.8644, loss_cls: 5.6378, loss: 5.6378 +2025-06-27 12:33:09,572 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 15:14:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8812, loss_cls: 5.3895, loss: 5.3895 +2025-06-27 12:33:54,333 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 15:13:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8819, loss_cls: 5.5570, loss: 5.5570 +2025-06-27 12:34:39,063 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 15:12:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5687, top5_acc: 0.8675, loss_cls: 5.6029, loss: 5.6029 +2025-06-27 12:35:23,835 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 15:10:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8600, loss_cls: 5.6274, loss: 5.6274 +2025-06-27 12:36:08,666 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 15:09:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5625, top5_acc: 0.8738, loss_cls: 5.6767, loss: 5.6767 +2025-06-27 12:36:53,528 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 15:08:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8856, loss_cls: 5.5687, loss: 5.5687 +2025-06-27 12:37:38,353 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 15:06:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8806, loss_cls: 5.5839, loss: 5.5839 +2025-06-27 12:38:23,077 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 15:05:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8750, loss_cls: 5.6032, loss: 5.6032 +2025-06-27 12:39:07,787 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 15:04:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8806, loss_cls: 5.6417, loss: 5.6417 +2025-06-27 12:39:52,504 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 15:03:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5769, top5_acc: 0.8806, loss_cls: 5.5654, loss: 5.5654 +2025-06-27 12:40:37,192 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 15:01:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8812, loss_cls: 5.4350, loss: 5.4350 +2025-06-27 12:41:21,893 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 15:00:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5794, top5_acc: 0.8681, loss_cls: 5.6087, loss: 5.6087 +2025-06-27 12:42:06,579 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 14:59:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5750, top5_acc: 0.8706, loss_cls: 5.5922, loss: 5.5922 +2025-06-27 12:42:51,376 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 14:57:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8731, loss_cls: 5.4637, loss: 5.4637 +2025-06-27 12:43:36,205 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 14:56:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6081, top5_acc: 0.8806, loss_cls: 5.4222, loss: 5.4222 +2025-06-27 12:44:20,933 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 14:55:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8731, loss_cls: 5.5690, loss: 5.5690 +2025-06-27 12:45:05,679 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 14:54:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5806, top5_acc: 0.8775, loss_cls: 5.5625, loss: 5.5625 +2025-06-27 12:45:50,408 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 14:52:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5900, top5_acc: 0.8756, loss_cls: 5.6452, loss: 5.6452 +2025-06-27 12:46:35,190 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 14:51:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8688, loss_cls: 5.6035, loss: 5.6035 +2025-06-27 12:47:20,046 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 14:50:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8800, loss_cls: 5.5293, loss: 5.5293 +2025-06-27 12:48:05,116 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 14:49:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8756, loss_cls: 5.5641, loss: 5.5641 +2025-06-27 12:48:49,832 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 14:48:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8825, loss_cls: 5.4956, loss: 5.4956 +2025-06-27 12:49:34,566 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 14:47:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8806, loss_cls: 5.5972, loss: 5.5972 +2025-06-27 12:50:19,318 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 14:46:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5669, top5_acc: 0.8869, loss_cls: 5.4681, loss: 5.4681 +2025-06-27 12:51:04,196 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 14:44:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8775, loss_cls: 5.4569, loss: 5.4569 +2025-06-27 12:51:49,250 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 14:43:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8919, loss_cls: 5.4406, loss: 5.4406 +2025-06-27 12:52:34,185 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 14:42:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6000, top5_acc: 0.8781, loss_cls: 5.4630, loss: 5.4630 +2025-06-27 12:52:36,800 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-27 12:56:33,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:56:34,376 - pyskl - INFO - +top1_acc 0.5234 +top5_acc 0.8541 +2025-06-27 12:56:34,395 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5234, top5_acc: 0.8541 +2025-06-27 12:57:41,696 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 14:53:57, time: 0.673, data_time: 0.223, memory: 13268, top1_acc: 0.6181, top5_acc: 0.9075, loss_cls: 5.2715, loss: 5.2715 +2025-06-27 12:58:26,590 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 14:52:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5981, top5_acc: 0.8819, loss_cls: 5.4869, loss: 5.4869 +2025-06-27 12:59:11,492 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 14:51:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8938, loss_cls: 5.3308, loss: 5.3308 +2025-06-27 12:59:56,275 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 14:50:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8819, loss_cls: 5.3973, loss: 5.3973 +2025-06-27 13:00:41,151 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 14:49:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5969, top5_acc: 0.8938, loss_cls: 5.3926, loss: 5.3926 +2025-06-27 13:01:25,932 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 14:48:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8856, loss_cls: 5.3530, loss: 5.3530 +2025-06-27 13:02:10,734 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 14:46:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5825, top5_acc: 0.8888, loss_cls: 5.3952, loss: 5.3952 +2025-06-27 13:02:55,451 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 14:45:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8956, loss_cls: 5.1874, loss: 5.1874 +2025-06-27 13:03:40,071 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 14:44:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6031, top5_acc: 0.8912, loss_cls: 5.3892, loss: 5.3892 +2025-06-27 13:04:24,786 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 14:43:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8794, loss_cls: 5.3615, loss: 5.3615 +2025-06-27 13:05:09,495 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 14:41:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8975, loss_cls: 5.3067, loss: 5.3067 +2025-06-27 13:05:54,180 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 14:40:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8912, loss_cls: 5.3224, loss: 5.3224 +2025-06-27 13:06:38,948 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 14:39:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8881, loss_cls: 5.3613, loss: 5.3613 +2025-06-27 13:07:23,771 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 14:38:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8938, loss_cls: 5.2526, loss: 5.2526 +2025-06-27 13:08:08,569 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 14:37:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.9062, loss_cls: 5.2354, loss: 5.2354 +2025-06-27 13:08:53,530 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 14:36:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8869, loss_cls: 5.3011, loss: 5.3011 +2025-06-27 13:09:38,516 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 14:35:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8888, loss_cls: 5.2365, loss: 5.2365 +2025-06-27 13:10:23,394 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 14:34:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.8981, loss_cls: 5.2381, loss: 5.2381 +2025-06-27 13:11:08,222 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 14:33:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.9069, loss_cls: 5.2222, loss: 5.2222 +2025-06-27 13:11:53,085 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 14:32:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8894, loss_cls: 5.3715, loss: 5.3715 +2025-06-27 13:12:37,953 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 14:30:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9056, loss_cls: 5.1861, loss: 5.1861 +2025-06-27 13:13:22,692 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 14:29:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8900, loss_cls: 5.2658, loss: 5.2658 +2025-06-27 13:14:07,324 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 14:28:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6288, top5_acc: 0.9119, loss_cls: 5.1658, loss: 5.1658 +2025-06-27 13:14:52,063 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 14:27:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6150, top5_acc: 0.8894, loss_cls: 5.2625, loss: 5.2625 +2025-06-27 13:15:36,718 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 14:26:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6106, top5_acc: 0.8888, loss_cls: 5.3915, loss: 5.3915 +2025-06-27 13:16:21,391 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 14:25:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8881, loss_cls: 5.2578, loss: 5.2578 +2025-06-27 13:17:06,056 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 14:24:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9000, loss_cls: 5.1690, loss: 5.1690 +2025-06-27 13:17:50,659 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 14:22:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8806, loss_cls: 5.2960, loss: 5.2960 +2025-06-27 13:18:35,206 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 14:21:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.9069, loss_cls: 5.1283, loss: 5.1283 +2025-06-27 13:19:19,794 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 14:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8856, loss_cls: 5.2478, loss: 5.2478 +2025-06-27 13:20:04,830 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 14:19:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6219, top5_acc: 0.9025, loss_cls: 5.1681, loss: 5.1681 +2025-06-27 13:20:49,955 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 14:18:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9031, loss_cls: 5.1172, loss: 5.1172 +2025-06-27 13:21:34,914 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 14:17:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.9087, loss_cls: 5.1325, loss: 5.1325 +2025-06-27 13:22:19,654 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 14:16:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.8938, loss_cls: 5.1752, loss: 5.1752 +2025-06-27 13:22:22,189 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-27 13:40:55,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 13:40:56,307 - pyskl - INFO - +top1_acc 0.6005 +top5_acc 0.8820 +2025-06-27 13:40:56,361 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_3.pth was removed +2025-06-27 13:40:57,449 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-27 13:40:57,450 - pyskl - INFO - Best top1_acc is 0.6005 at 5 epoch. +2025-06-27 13:40:57,471 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6005, top5_acc: 0.8820 +2025-06-27 13:42:05,307 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 14:25:28, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9150, loss_cls: 5.0967, loss: 5.0967 +2025-06-27 13:42:50,148 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 14:24:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.8994, loss_cls: 5.1010, loss: 5.1010 +2025-06-27 13:43:35,140 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 14:23:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9106, loss_cls: 5.0857, loss: 5.0857 +2025-06-27 13:44:20,057 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 14:22:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9119, loss_cls: 5.1971, loss: 5.1971 +2025-06-27 13:45:04,839 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 14:21:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6275, top5_acc: 0.8931, loss_cls: 5.2024, loss: 5.2024 +2025-06-27 13:45:49,584 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 14:20:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9050, loss_cls: 5.1517, loss: 5.1517 +2025-06-27 13:46:34,342 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 14:19:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9081, loss_cls: 4.9892, loss: 4.9892 +2025-06-27 13:47:19,075 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 14:17:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8969, loss_cls: 5.1913, loss: 5.1913 +2025-06-27 13:48:03,821 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 14:16:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8994, loss_cls: 5.1698, loss: 5.1698 +2025-06-27 13:48:48,581 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 14:15:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8988, loss_cls: 5.1473, loss: 5.1473 +2025-06-27 13:49:33,287 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 14:14:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.8969, loss_cls: 5.1386, loss: 5.1386 +2025-06-27 13:50:17,989 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 14:13:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.8925, loss_cls: 5.1551, loss: 5.1551 +2025-06-27 13:51:02,791 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 14:12:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.8956, loss_cls: 5.2355, loss: 5.2355 +2025-06-27 13:51:47,503 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 14:11:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.8988, loss_cls: 4.9780, loss: 4.9780 +2025-06-27 13:52:32,192 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 14:10:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.8956, loss_cls: 5.1640, loss: 5.1640 +2025-06-27 13:53:16,914 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 14:09:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.8975, loss_cls: 5.0972, loss: 5.0972 +2025-06-27 13:54:01,619 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 14:08:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9137, loss_cls: 4.9783, loss: 4.9783 +2025-06-27 13:54:46,361 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 14:06:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9094, loss_cls: 5.0630, loss: 5.0630 +2025-06-27 13:55:31,089 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 14:05:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9106, loss_cls: 5.1002, loss: 5.1002 +2025-06-27 13:56:15,812 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 14:04:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8981, loss_cls: 5.1215, loss: 5.1215 +2025-06-27 13:57:00,464 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 14:03:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9031, loss_cls: 5.0253, loss: 5.0253 +2025-06-27 13:57:45,164 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 14:02:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9050, loss_cls: 5.0153, loss: 5.0153 +2025-06-27 13:58:30,019 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 14:01:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9094, loss_cls: 5.2011, loss: 5.2011 +2025-06-27 13:59:14,867 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 14:00:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9012, loss_cls: 5.1743, loss: 5.1743 +2025-06-27 13:59:59,560 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 13:59:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9000, loss_cls: 5.1293, loss: 5.1293 +2025-06-27 14:00:44,228 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 13:58:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9094, loss_cls: 4.9988, loss: 4.9988 +2025-06-27 14:01:29,155 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 13:57:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9087, loss_cls: 4.9513, loss: 4.9513 +2025-06-27 14:02:14,389 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 13:56:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9150, loss_cls: 5.0427, loss: 5.0427 +2025-06-27 14:02:59,351 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 13:55:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9187, loss_cls: 5.0997, loss: 5.0997 +2025-06-27 14:03:44,339 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 13:54:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9119, loss_cls: 5.0823, loss: 5.0823 +2025-06-27 14:04:29,225 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 13:53:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9025, loss_cls: 5.0015, loss: 5.0015 +2025-06-27 14:05:14,046 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 13:52:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9019, loss_cls: 5.1204, loss: 5.1204 +2025-06-27 14:05:59,100 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 13:51:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9150, loss_cls: 5.0581, loss: 5.0581 +2025-06-27 14:06:43,940 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 13:50:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9062, loss_cls: 5.1337, loss: 5.1337 +2025-06-27 14:06:46,553 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-27 14:10:44,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:10:44,977 - pyskl - INFO - +top1_acc 0.6024 +top5_acc 0.8877 +2025-06-27 14:10:45,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_5.pth was removed +2025-06-27 14:10:46,120 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-27 14:10:46,122 - pyskl - INFO - Best top1_acc is 0.6024 at 6 epoch. +2025-06-27 14:10:46,143 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6024, top5_acc: 0.8877 +2025-06-27 14:11:53,482 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 13:57:57, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9137, loss_cls: 4.9882, loss: 4.9882 +2025-06-27 14:12:38,123 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 13:56:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9187, loss_cls: 5.0394, loss: 5.0394 +2025-06-27 14:13:22,796 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 13:55:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9081, loss_cls: 4.8742, loss: 4.8742 +2025-06-27 14:14:07,528 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 13:54:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9075, loss_cls: 4.9899, loss: 4.9899 +2025-06-27 14:14:52,260 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 13:53:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 4.8423, loss: 4.8423 +2025-06-27 14:15:36,934 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 13:52:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9225, loss_cls: 4.8192, loss: 4.8192 +2025-06-27 14:16:21,594 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 13:51:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9150, loss_cls: 4.9429, loss: 4.9429 +2025-06-27 14:17:06,210 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 13:50:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9087, loss_cls: 4.8987, loss: 4.8987 +2025-06-27 14:17:50,927 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 13:49:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9044, loss_cls: 5.0631, loss: 5.0631 +2025-06-27 14:18:35,603 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 13:48:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9056, loss_cls: 4.9449, loss: 4.9449 +2025-06-27 14:19:20,219 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 13:47:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9163, loss_cls: 4.8847, loss: 4.8847 +2025-06-27 14:20:04,781 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 13:46:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9219, loss_cls: 4.9723, loss: 4.9723 +2025-06-27 14:20:49,243 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 13:44:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6450, top5_acc: 0.9081, loss_cls: 5.1111, loss: 5.1111 +2025-06-27 14:21:33,700 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 13:43:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9025, loss_cls: 5.0673, loss: 5.0673 +2025-06-27 14:22:18,397 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 13:42:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9100, loss_cls: 4.9528, loss: 4.9528 +2025-06-27 14:23:03,044 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 13:41:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9213, loss_cls: 4.7958, loss: 4.7958 +2025-06-27 14:23:47,631 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 13:40:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9169, loss_cls: 4.7954, loss: 4.7954 +2025-06-27 14:24:32,232 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 13:39:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9175, loss_cls: 4.8974, loss: 4.8974 +2025-06-27 14:25:16,806 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 13:38:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9062, loss_cls: 5.0090, loss: 5.0090 +2025-06-27 14:26:01,524 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 13:37:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9175, loss_cls: 4.8379, loss: 4.8379 +2025-06-27 14:26:46,176 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 13:36:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6500, top5_acc: 0.9156, loss_cls: 4.9573, loss: 4.9573 +2025-06-27 14:27:30,706 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 13:35:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9106, loss_cls: 5.0309, loss: 5.0309 +2025-06-27 14:28:15,174 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 13:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9225, loss_cls: 5.0189, loss: 5.0189 +2025-06-27 14:28:59,820 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 13:33:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9144, loss_cls: 5.0299, loss: 5.0299 +2025-06-27 14:29:44,506 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 13:32:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9187, loss_cls: 4.8127, loss: 4.8127 +2025-06-27 14:30:29,075 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 13:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9106, loss_cls: 4.8333, loss: 4.8333 +2025-06-27 14:31:13,798 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 13:30:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9169, loss_cls: 4.8517, loss: 4.8517 +2025-06-27 14:31:58,506 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 13:29:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6556, top5_acc: 0.9081, loss_cls: 5.0694, loss: 5.0694 +2025-06-27 14:32:43,191 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 13:28:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9119, loss_cls: 4.8104, loss: 4.8104 +2025-06-27 14:33:28,183 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 13:27:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9125, loss_cls: 4.8317, loss: 4.8317 +2025-06-27 14:34:13,001 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 13:26:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9163, loss_cls: 4.8651, loss: 4.8651 +2025-06-27 14:34:57,797 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 13:25:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9044, loss_cls: 4.8920, loss: 4.8920 +2025-06-27 14:35:42,703 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 13:24:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9113, loss_cls: 4.8699, loss: 4.8699 +2025-06-27 14:36:27,472 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 13:23:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9175, loss_cls: 4.9411, loss: 4.9411 +2025-06-27 14:36:30,102 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-27 14:40:30,310 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:40:30,842 - pyskl - INFO - +top1_acc 0.6469 +top5_acc 0.9064 +2025-06-27 14:40:30,897 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_6.pth was removed +2025-06-27 14:40:31,902 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-27 14:40:31,903 - pyskl - INFO - Best top1_acc is 0.6469 at 7 epoch. +2025-06-27 14:40:31,922 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6469, top5_acc: 0.9064 +2025-06-27 14:41:39,118 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 13:29:19, time: 0.672, data_time: 0.223, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9237, loss_cls: 4.7403, loss: 4.7403 +2025-06-27 14:42:24,034 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 13:28:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9163, loss_cls: 4.9476, loss: 4.9476 +2025-06-27 14:43:08,978 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 13:27:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9044, loss_cls: 4.9809, loss: 4.9809 +2025-06-27 14:43:53,842 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 13:26:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9237, loss_cls: 4.6856, loss: 4.6856 +2025-06-27 14:44:38,716 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 13:25:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9287, loss_cls: 4.8597, loss: 4.8597 +2025-06-27 14:45:23,902 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 13:24:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9181, loss_cls: 4.8730, loss: 4.8730 +2025-06-27 14:46:08,829 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 13:23:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9163, loss_cls: 4.8340, loss: 4.8340 +2025-06-27 14:46:53,712 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 13:22:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9287, loss_cls: 4.8807, loss: 4.8807 +2025-06-27 14:47:38,600 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 13:21:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9213, loss_cls: 4.9928, loss: 4.9928 +2025-06-27 14:48:23,411 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 13:20:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9213, loss_cls: 4.8872, loss: 4.8872 +2025-06-27 14:49:08,156 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 13:19:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9156, loss_cls: 4.8397, loss: 4.8397 +2025-06-27 14:49:52,894 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 13:18:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9156, loss_cls: 4.8855, loss: 4.8855 +2025-06-27 14:50:37,679 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 13:17:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.9150, loss_cls: 4.8485, loss: 4.8485 +2025-06-27 14:51:22,462 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 13:16:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9081, loss_cls: 4.9245, loss: 4.9245 +2025-06-27 14:52:07,216 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 13:15:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9144, loss_cls: 4.9741, loss: 4.9741 +2025-06-27 14:52:51,994 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 13:15:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9331, loss_cls: 4.6979, loss: 4.6979 +2025-06-27 14:53:36,763 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 13:14:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9181, loss_cls: 4.8578, loss: 4.8578 +2025-06-27 14:54:21,500 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 13:13:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9231, loss_cls: 4.7805, loss: 4.7805 +2025-06-27 14:55:06,239 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 13:12:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9113, loss_cls: 4.9469, loss: 4.9469 +2025-06-27 14:55:50,900 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 13:11:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9169, loss_cls: 4.8399, loss: 4.8399 +2025-06-27 14:56:35,720 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 13:10:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9144, loss_cls: 4.7275, loss: 4.7275 +2025-06-27 14:57:20,450 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 13:09:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9106, loss_cls: 4.8895, loss: 4.8895 +2025-06-27 14:58:05,151 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 13:08:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9269, loss_cls: 4.8647, loss: 4.8647 +2025-06-27 14:58:49,694 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 13:07:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 4.7239, loss: 4.7239 +2025-06-27 14:59:34,327 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 13:06:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9281, loss_cls: 4.6919, loss: 4.6919 +2025-06-27 15:00:19,044 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 13:05:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9094, loss_cls: 4.7606, loss: 4.7606 +2025-06-27 15:01:03,729 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 13:04:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9269, loss_cls: 4.8603, loss: 4.8603 +2025-06-27 15:01:48,451 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 13:03:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9194, loss_cls: 4.8350, loss: 4.8350 +2025-06-27 15:02:33,258 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 13:02:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9206, loss_cls: 4.8020, loss: 4.8020 +2025-06-27 15:03:18,209 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 13:01:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.8919, loss_cls: 5.0162, loss: 5.0162 +2025-06-27 15:04:02,960 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 13:00:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9200, loss_cls: 4.8822, loss: 4.8822 +2025-06-27 15:04:47,864 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 12:59:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9194, loss_cls: 4.8462, loss: 4.8462 +2025-06-27 15:05:32,698 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 12:58:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9156, loss_cls: 4.8159, loss: 4.8159 +2025-06-27 15:06:17,499 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 12:57:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9287, loss_cls: 4.7528, loss: 4.7528 +2025-06-27 15:06:20,125 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-27 15:10:20,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:10:20,647 - pyskl - INFO - +top1_acc 0.4929 +top5_acc 0.8247 +2025-06-27 15:10:20,666 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.4929, top5_acc: 0.8247 +2025-06-27 15:11:27,961 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 13:02:44, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 4.7384, loss: 4.7384 +2025-06-27 15:12:12,769 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 13:01:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 4.5915, loss: 4.5915 +2025-06-27 15:12:57,643 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 13:00:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9269, loss_cls: 4.4693, loss: 4.4693 +2025-06-27 15:13:42,639 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 12:59:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9206, loss_cls: 4.7432, loss: 4.7432 +2025-06-27 15:14:27,454 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 12:59:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9125, loss_cls: 4.6923, loss: 4.6923 +2025-06-27 15:15:12,340 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 12:58:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9094, loss_cls: 4.7373, loss: 4.7373 +2025-06-27 15:15:57,427 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 12:57:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9306, loss_cls: 4.7270, loss: 4.7270 +2025-06-27 15:16:42,414 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 12:56:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9331, loss_cls: 4.6202, loss: 4.6202 +2025-06-27 15:17:27,367 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 12:55:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9294, loss_cls: 4.7866, loss: 4.7866 +2025-06-27 15:18:12,202 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 12:54:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9269, loss_cls: 4.7889, loss: 4.7889 +2025-06-27 15:18:57,013 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 12:53:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9200, loss_cls: 4.7601, loss: 4.7601 +2025-06-27 15:19:41,998 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 12:52:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 4.7644, loss: 4.7644 +2025-06-27 15:20:26,857 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 12:51:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9244, loss_cls: 4.6613, loss: 4.6613 +2025-06-27 15:21:11,695 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 12:50:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9163, loss_cls: 4.8844, loss: 4.8844 +2025-06-27 15:21:56,546 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 12:49:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9269, loss_cls: 4.6316, loss: 4.6316 +2025-06-27 15:22:41,352 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 12:48:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9100, loss_cls: 4.7216, loss: 4.7216 +2025-06-27 15:23:26,103 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 12:48:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9187, loss_cls: 4.9182, loss: 4.9182 +2025-06-27 15:24:10,883 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 12:47:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9175, loss_cls: 4.8175, loss: 4.8175 +2025-06-27 15:24:55,778 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 12:46:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9269, loss_cls: 4.7098, loss: 4.7098 +2025-06-27 15:25:40,533 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 12:45:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9194, loss_cls: 4.7731, loss: 4.7731 +2025-06-27 15:26:25,421 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 12:44:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9169, loss_cls: 4.7427, loss: 4.7427 +2025-06-27 15:27:10,735 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 12:43:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9219, loss_cls: 4.7959, loss: 4.7959 +2025-06-27 15:27:55,384 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 12:42:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9225, loss_cls: 4.6468, loss: 4.6468 +2025-06-27 15:28:40,169 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 12:41:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9269, loss_cls: 4.8601, loss: 4.8601 +2025-06-27 15:29:24,916 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 12:40:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9125, loss_cls: 4.7141, loss: 4.7141 +2025-06-27 15:30:09,678 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 12:39:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9281, loss_cls: 4.7125, loss: 4.7125 +2025-06-27 15:30:54,370 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 12:38:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9213, loss_cls: 4.7814, loss: 4.7814 +2025-06-27 15:31:39,101 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 12:37:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9263, loss_cls: 4.7599, loss: 4.7599 +2025-06-27 15:32:23,950 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 12:37:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 4.7905, loss: 4.7905 +2025-06-27 15:33:08,870 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 12:36:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9263, loss_cls: 4.7761, loss: 4.7761 +2025-06-27 15:33:53,699 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 12:35:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9181, loss_cls: 4.8289, loss: 4.8289 +2025-06-27 15:34:38,453 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 12:34:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9194, loss_cls: 4.7046, loss: 4.7046 +2025-06-27 15:35:23,042 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 12:33:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9281, loss_cls: 4.7272, loss: 4.7272 +2025-06-27 15:36:07,648 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 12:32:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6687, top5_acc: 0.9231, loss_cls: 4.6972, loss: 4.6972 +2025-06-27 15:36:10,276 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-27 15:40:07,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:40:08,477 - pyskl - INFO - +top1_acc 0.6568 +top5_acc 0.9069 +2025-06-27 15:40:08,528 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_7.pth was removed +2025-06-27 15:40:09,549 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-27 15:40:09,550 - pyskl - INFO - Best top1_acc is 0.6568 at 9 epoch. +2025-06-27 15:40:09,569 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6568, top5_acc: 0.9069 +2025-06-27 15:41:16,729 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 12:36:38, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9100, loss_cls: 4.6938, loss: 4.6938 +2025-06-27 15:42:01,546 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 12:35:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9294, loss_cls: 4.6417, loss: 4.6417 +2025-06-27 15:42:46,295 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 12:34:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9513, loss_cls: 4.3641, loss: 4.3641 +2025-06-27 15:43:30,873 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 12:33:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9156, loss_cls: 4.7762, loss: 4.7762 +2025-06-27 15:44:15,634 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 12:32:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9269, loss_cls: 4.6487, loss: 4.6487 +2025-06-27 15:45:00,521 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 12:31:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 4.6079, loss: 4.6079 +2025-06-27 15:45:45,380 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 12:31:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9269, loss_cls: 4.6679, loss: 4.6679 +2025-06-27 15:46:30,364 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 12:30:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 4.6669, loss: 4.6669 +2025-06-27 15:47:15,302 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 12:29:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9244, loss_cls: 4.5800, loss: 4.5800 +2025-06-27 15:48:00,142 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 12:28:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9275, loss_cls: 4.6504, loss: 4.6504 +2025-06-27 15:48:45,093 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 12:27:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 4.7385, loss: 4.7385 +2025-06-27 15:49:29,875 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 12:26:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9169, loss_cls: 4.7965, loss: 4.7965 +2025-06-27 15:50:14,702 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 12:25:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9163, loss_cls: 4.7326, loss: 4.7326 +2025-06-27 15:50:59,481 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 12:24:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9244, loss_cls: 4.6906, loss: 4.6906 +2025-06-27 15:51:44,293 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 12:23:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9231, loss_cls: 4.7208, loss: 4.7208 +2025-06-27 15:52:29,033 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 12:22:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9231, loss_cls: 4.6145, loss: 4.6145 +2025-06-27 15:53:13,978 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 12:22:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9187, loss_cls: 4.7864, loss: 4.7864 +2025-06-27 15:53:58,795 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 12:21:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9250, loss_cls: 4.6637, loss: 4.6637 +2025-06-27 15:54:43,563 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 12:20:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9275, loss_cls: 4.7377, loss: 4.7377 +2025-06-27 15:55:28,350 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 12:19:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9244, loss_cls: 4.5485, loss: 4.5485 +2025-06-27 15:56:13,074 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 12:18:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 4.6699, loss: 4.6699 +2025-06-27 15:56:57,872 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 12:17:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9181, loss_cls: 4.7692, loss: 4.7692 +2025-06-27 15:57:42,812 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 12:16:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9250, loss_cls: 4.6087, loss: 4.6087 +2025-06-27 15:58:27,658 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 12:15:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9244, loss_cls: 4.7196, loss: 4.7196 +2025-06-27 15:59:12,392 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 12:14:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9200, loss_cls: 4.6433, loss: 4.6433 +2025-06-27 15:59:57,188 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 12:13:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9275, loss_cls: 4.5166, loss: 4.5166 +2025-06-27 16:00:41,931 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 12:12:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9256, loss_cls: 4.5421, loss: 4.5421 +2025-06-27 16:01:26,850 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 12:12:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9331, loss_cls: 4.4880, loss: 4.4880 +2025-06-27 16:02:11,751 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 12:11:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9275, loss_cls: 4.6874, loss: 4.6874 +2025-06-27 16:02:56,545 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 12:10:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 4.7105, loss: 4.7105 +2025-06-27 16:03:41,286 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 12:09:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9275, loss_cls: 4.6923, loss: 4.6923 +2025-06-27 16:04:26,336 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 12:08:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9175, loss_cls: 4.7870, loss: 4.7870 +2025-06-27 16:05:11,148 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 12:07:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 4.4804, loss: 4.4804 +2025-06-27 16:05:55,911 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 12:06:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9425, loss_cls: 4.5340, loss: 4.5340 +2025-06-27 16:05:58,439 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-27 16:25:28,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:25:29,232 - pyskl - INFO - +top1_acc 0.6415 +top5_acc 0.9004 +2025-06-27 16:25:29,251 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6415, top5_acc: 0.9004 +2025-06-27 16:26:36,041 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 12:10:24, time: 0.668, data_time: 0.222, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9294, loss_cls: 4.5826, loss: 4.5826 +2025-06-27 16:27:20,725 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 12:09:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9363, loss_cls: 4.5312, loss: 4.5312 +2025-06-27 16:28:05,489 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 12:08:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 4.6886, loss: 4.6886 +2025-06-27 16:28:50,164 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 12:07:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9287, loss_cls: 4.5443, loss: 4.5443 +2025-06-27 16:29:34,900 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 12:06:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9225, loss_cls: 4.6564, loss: 4.6564 +2025-06-27 16:30:19,671 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 12:05:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9194, loss_cls: 4.5335, loss: 4.5335 +2025-06-27 16:31:04,427 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 12:04:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9250, loss_cls: 4.6908, loss: 4.6908 +2025-06-27 16:31:49,274 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 12:03:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9200, loss_cls: 4.6561, loss: 4.6561 +2025-06-27 16:32:34,287 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 12:03:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9231, loss_cls: 4.6604, loss: 4.6604 +2025-06-27 16:33:19,101 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 12:02:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9325, loss_cls: 4.6359, loss: 4.6359 +2025-06-27 16:34:03,851 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 12:01:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9087, loss_cls: 4.8374, loss: 4.8374 +2025-06-27 16:34:48,605 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 12:00:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 4.3502, loss: 4.3502 +2025-06-27 16:35:33,405 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 11:59:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9169, loss_cls: 4.6186, loss: 4.6186 +2025-06-27 16:36:18,448 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 11:58:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9419, loss_cls: 4.6011, loss: 4.6011 +2025-06-27 16:37:03,396 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 11:57:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9237, loss_cls: 4.5899, loss: 4.5899 +2025-06-27 16:37:48,234 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 11:56:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 4.5420, loss: 4.5420 +2025-06-27 16:38:33,021 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 11:56:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 4.6074, loss: 4.6074 +2025-06-27 16:39:17,802 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 11:55:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9256, loss_cls: 4.7066, loss: 4.7066 +2025-06-27 16:40:02,540 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 11:54:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9194, loss_cls: 4.6857, loss: 4.6857 +2025-06-27 16:40:47,345 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 11:53:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9337, loss_cls: 4.5711, loss: 4.5711 +2025-06-27 16:41:32,156 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 11:52:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 4.5283, loss: 4.5283 +2025-06-27 16:42:16,933 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 11:51:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 4.6290, loss: 4.6290 +2025-06-27 16:43:01,719 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 11:50:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9119, loss_cls: 4.7082, loss: 4.7082 +2025-06-27 16:43:46,564 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 11:49:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9237, loss_cls: 4.7823, loss: 4.7823 +2025-06-27 16:44:31,367 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 11:48:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9431, loss_cls: 4.4605, loss: 4.4605 +2025-06-27 16:45:16,131 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 11:47:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 4.5446, loss: 4.5446 +2025-06-27 16:46:00,958 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 11:47:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 4.5391, loss: 4.5391 +2025-06-27 16:46:45,739 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 11:46:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9269, loss_cls: 4.5559, loss: 4.5559 +2025-06-27 16:47:30,579 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 11:45:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9269, loss_cls: 4.6007, loss: 4.6007 +2025-06-27 16:48:15,681 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 11:44:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9344, loss_cls: 4.6100, loss: 4.6100 +2025-06-27 16:49:00,799 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 11:43:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 4.6582, loss: 4.6582 +2025-06-27 16:49:45,808 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 11:42:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9300, loss_cls: 4.5601, loss: 4.5601 +2025-06-27 16:50:30,811 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 11:42:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9281, loss_cls: 4.5791, loss: 4.5791 +2025-06-27 16:51:15,707 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 11:41:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9263, loss_cls: 4.5625, loss: 4.5625 +2025-06-27 16:51:18,293 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-27 16:55:16,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:55:16,604 - pyskl - INFO - +top1_acc 0.6805 +top5_acc 0.9062 +2025-06-27 16:55:16,656 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_9.pth was removed +2025-06-27 16:55:17,689 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-27 16:55:17,690 - pyskl - INFO - Best top1_acc is 0.6805 at 11 epoch. +2025-06-27 16:55:17,710 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6805, top5_acc: 0.9062 +2025-06-27 16:56:25,362 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 11:44:32, time: 0.676, data_time: 0.228, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 4.5376, loss: 4.5376 +2025-06-27 16:57:10,043 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 11:43:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 4.4797, loss: 4.4797 +2025-06-27 16:57:54,839 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 11:42:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 4.4237, loss: 4.4237 +2025-06-27 16:58:39,858 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 11:41:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 4.4710, loss: 4.4710 +2025-06-27 16:59:24,677 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 11:40:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 4.5650, loss: 4.5650 +2025-06-27 17:00:09,443 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 11:40:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9250, loss_cls: 4.6071, loss: 4.6071 +2025-06-27 17:00:54,174 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 11:39:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9437, loss_cls: 4.3987, loss: 4.3987 +2025-06-27 17:01:38,850 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 11:38:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 4.5136, loss: 4.5136 +2025-06-27 17:02:23,535 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 11:37:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9256, loss_cls: 4.6157, loss: 4.6157 +2025-06-27 17:03:08,255 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 11:36:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 4.4483, loss: 4.4483 +2025-06-27 17:03:52,927 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 11:35:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9369, loss_cls: 4.3902, loss: 4.3902 +2025-06-27 17:04:37,618 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 11:34:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9287, loss_cls: 4.5089, loss: 4.5089 +2025-06-27 17:05:22,259 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 11:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 4.5377, loss: 4.5377 +2025-06-27 17:06:06,920 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 11:32:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9319, loss_cls: 4.6583, loss: 4.6583 +2025-06-27 17:06:51,531 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 11:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9313, loss_cls: 4.5754, loss: 4.5754 +2025-06-27 17:07:36,234 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 11:30:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9325, loss_cls: 4.6384, loss: 4.6384 +2025-06-27 17:08:20,856 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 11:30:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 4.5084, loss: 4.5084 +2025-06-27 17:09:05,493 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 11:29:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 4.5844, loss: 4.5844 +2025-06-27 17:09:50,111 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 11:28:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 4.5379, loss: 4.5379 +2025-06-27 17:10:34,782 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 11:27:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 4.6255, loss: 4.6255 +2025-06-27 17:11:19,381 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 11:26:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9313, loss_cls: 4.5292, loss: 4.5292 +2025-06-27 17:12:03,990 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 11:25:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 4.5050, loss: 4.5050 +2025-06-27 17:12:48,628 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 11:24:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9237, loss_cls: 4.6012, loss: 4.6012 +2025-06-27 17:13:33,455 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 11:23:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 4.5832, loss: 4.5832 +2025-06-27 17:14:18,230 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 11:22:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9231, loss_cls: 4.5483, loss: 4.5483 +2025-06-27 17:15:02,980 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 11:21:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9225, loss_cls: 4.7409, loss: 4.7409 +2025-06-27 17:15:47,710 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 11:21:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9300, loss_cls: 4.5209, loss: 4.5209 +2025-06-27 17:16:32,548 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 11:20:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9256, loss_cls: 4.6431, loss: 4.6431 +2025-06-27 17:17:17,299 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 11:19:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 4.4629, loss: 4.4629 +2025-06-27 17:18:02,126 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 11:18:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.4721, loss: 4.4721 +2025-06-27 17:18:47,031 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 11:17:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9375, loss_cls: 4.5310, loss: 4.5310 +2025-06-27 17:19:32,078 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 11:16:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9444, loss_cls: 4.5457, loss: 4.5457 +2025-06-27 17:20:16,951 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 11:15:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9369, loss_cls: 4.5545, loss: 4.5545 +2025-06-27 17:21:01,539 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 11:14:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9294, loss_cls: 4.5878, loss: 4.5878 +2025-06-27 17:21:04,157 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-27 17:25:04,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:25:04,749 - pyskl - INFO - +top1_acc 0.6680 +top5_acc 0.9129 +2025-06-27 17:25:04,768 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6680, top5_acc: 0.9129 +2025-06-27 17:26:11,984 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 11:17:56, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 4.3385, loss: 4.3385 +2025-06-27 17:26:56,644 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 11:17:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9419, loss_cls: 4.5993, loss: 4.5993 +2025-06-27 17:27:41,284 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 11:16:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 4.5759, loss: 4.5759 +2025-06-27 17:28:25,932 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 11:15:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 4.5133, loss: 4.5133 +2025-06-27 17:29:10,583 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 11:14:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 4.5622, loss: 4.5622 +2025-06-27 17:29:55,416 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 11:13:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 4.3530, loss: 4.3530 +2025-06-27 17:30:40,136 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 11:12:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9319, loss_cls: 4.6713, loss: 4.6713 +2025-06-27 17:31:24,905 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 11:11:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9394, loss_cls: 4.5492, loss: 4.5492 +2025-06-27 17:32:09,668 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 11:10:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 4.5041, loss: 4.5041 +2025-06-27 17:32:54,376 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 11:09:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 4.4784, loss: 4.4784 +2025-06-27 17:33:39,086 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 11:09:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9244, loss_cls: 4.5441, loss: 4.5441 +2025-06-27 17:34:23,819 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 11:08:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9231, loss_cls: 4.5862, loss: 4.5862 +2025-06-27 17:35:08,484 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 11:07:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9375, loss_cls: 4.4827, loss: 4.4827 +2025-06-27 17:35:53,101 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 11:06:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 4.5010, loss: 4.5010 +2025-06-27 17:36:37,702 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 11:05:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 4.3924, loss: 4.3924 +2025-06-27 17:37:22,321 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 11:04:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9350, loss_cls: 4.5991, loss: 4.5991 +2025-06-27 17:38:06,972 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 11:03:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 4.5369, loss: 4.5369 +2025-06-27 17:38:51,571 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 11:02:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9169, loss_cls: 4.6277, loss: 4.6277 +2025-06-27 17:39:36,156 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 11:01:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9319, loss_cls: 4.5371, loss: 4.5371 +2025-06-27 17:40:20,811 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 11:00:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 4.4262, loss: 4.4262 +2025-06-27 17:41:05,444 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 11:00:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 4.3756, loss: 4.3756 +2025-06-27 17:41:50,065 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 10:59:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9325, loss_cls: 4.4198, loss: 4.4198 +2025-06-27 17:42:34,723 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 10:58:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9294, loss_cls: 4.5999, loss: 4.5999 +2025-06-27 17:43:19,458 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 10:57:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9375, loss_cls: 4.5541, loss: 4.5541 +2025-06-27 17:44:04,190 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 10:56:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9431, loss_cls: 4.4283, loss: 4.4283 +2025-06-27 17:44:49,029 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 10:55:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9337, loss_cls: 4.5707, loss: 4.5707 +2025-06-27 17:45:33,818 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 10:54:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9306, loss_cls: 4.4207, loss: 4.4207 +2025-06-27 17:46:18,582 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 10:53:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9281, loss_cls: 4.6099, loss: 4.6099 +2025-06-27 17:47:03,430 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 10:53:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 4.5395, loss: 4.5395 +2025-06-27 17:47:48,243 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 10:52:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9269, loss_cls: 4.6605, loss: 4.6605 +2025-06-27 17:48:33,139 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 10:51:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9237, loss_cls: 4.6468, loss: 4.6468 +2025-06-27 17:49:17,907 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 10:50:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 4.4999, loss: 4.4999 +2025-06-27 17:50:02,570 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 10:49:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9213, loss_cls: 4.4989, loss: 4.4989 +2025-06-27 17:50:47,313 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 10:48:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 4.4375, loss: 4.4375 +2025-06-27 17:50:49,902 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-27 17:54:47,495 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:54:48,037 - pyskl - INFO - +top1_acc 0.6556 +top5_acc 0.9028 +2025-06-27 17:54:48,058 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6556, top5_acc: 0.9028 +2025-06-27 17:55:55,618 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 10:51:22, time: 0.676, data_time: 0.227, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9369, loss_cls: 4.5539, loss: 4.5539 +2025-06-27 17:56:40,370 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 10:50:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9450, loss_cls: 4.3656, loss: 4.3656 +2025-06-27 17:57:25,287 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 10:49:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9344, loss_cls: 4.4116, loss: 4.4116 +2025-06-27 17:58:10,100 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 10:48:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9313, loss_cls: 4.4325, loss: 4.4325 +2025-06-27 17:58:54,868 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 10:47:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 4.4425, loss: 4.4425 +2025-06-27 17:59:39,626 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 10:47:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.4483, loss: 4.4483 +2025-06-27 18:00:24,192 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 10:46:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 4.3978, loss: 4.3978 +2025-06-27 18:01:08,828 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 10:45:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9225, loss_cls: 4.4362, loss: 4.4362 +2025-06-27 18:01:53,479 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 10:44:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9306, loss_cls: 4.4569, loss: 4.4569 +2025-06-27 18:02:38,086 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 10:43:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 4.3927, loss: 4.3927 +2025-06-27 18:03:23,037 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 10:42:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9431, loss_cls: 4.4942, loss: 4.4942 +2025-06-27 18:04:07,675 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 10:41:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9337, loss_cls: 4.4195, loss: 4.4195 +2025-06-27 18:04:52,301 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 10:40:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9337, loss_cls: 4.4607, loss: 4.4607 +2025-06-27 18:05:37,166 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 10:40:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 4.4586, loss: 4.4586 +2025-06-27 18:06:22,070 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 10:39:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 4.5086, loss: 4.5086 +2025-06-27 18:07:06,871 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 10:38:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 4.5152, loss: 4.5152 +2025-06-27 18:07:51,614 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 10:37:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9450, loss_cls: 4.4877, loss: 4.4877 +2025-06-27 18:08:36,271 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 10:36:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 4.4326, loss: 4.4326 +2025-06-27 18:09:21,099 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 10:35:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9319, loss_cls: 4.5780, loss: 4.5780 +2025-06-27 18:10:05,782 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 10:34:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9344, loss_cls: 4.4741, loss: 4.4741 +2025-06-27 18:10:50,458 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 10:33:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9250, loss_cls: 4.5832, loss: 4.5832 +2025-06-27 18:11:35,129 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 10:33:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 4.5522, loss: 4.5522 +2025-06-27 18:12:19,896 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 10:32:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9313, loss_cls: 4.5943, loss: 4.5943 +2025-06-27 18:13:04,668 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 10:31:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 4.4853, loss: 4.4853 +2025-06-27 18:13:49,388 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 10:30:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9306, loss_cls: 4.5774, loss: 4.5774 +2025-06-27 18:14:34,540 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 10:29:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 4.3622, loss: 4.3622 +2025-06-27 18:15:19,559 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 10:28:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9294, loss_cls: 4.4505, loss: 4.4505 +2025-06-27 18:16:04,240 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 10:27:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 4.5293, loss: 4.5293 +2025-06-27 18:16:49,023 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 10:27:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 4.4375, loss: 4.4375 +2025-06-27 18:17:33,983 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 10:26:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9450, loss_cls: 4.4001, loss: 4.4001 +2025-06-27 18:18:18,891 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 10:25:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 4.5912, loss: 4.5912 +2025-06-27 18:19:03,803 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 10:24:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9287, loss_cls: 4.3912, loss: 4.3912 +2025-06-27 18:19:48,639 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 10:23:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 4.4900, loss: 4.4900 +2025-06-27 18:20:33,417 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 10:22:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9406, loss_cls: 4.4673, loss: 4.4673 +2025-06-27 18:20:36,035 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-27 18:24:33,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:24:34,214 - pyskl - INFO - +top1_acc 0.6077 +top5_acc 0.8602 +2025-06-27 18:24:34,233 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6077, top5_acc: 0.8602 +2025-06-27 18:25:41,310 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 10:25:15, time: 0.671, data_time: 0.223, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 4.4699, loss: 4.4699 +2025-06-27 18:26:26,381 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 10:24:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 4.3270, loss: 4.3270 +2025-06-27 18:27:11,348 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 10:23:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2945, loss: 4.2945 +2025-06-27 18:27:56,230 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 10:22:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 4.4642, loss: 4.4642 +2025-06-27 18:28:41,374 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 10:21:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 4.4916, loss: 4.4916 +2025-06-27 18:29:26,229 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 10:21:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 4.3873, loss: 4.3873 +2025-06-27 18:30:11,198 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 10:20:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 4.3224, loss: 4.3224 +2025-06-27 18:30:56,116 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 10:19:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 4.5430, loss: 4.5430 +2025-06-27 18:31:40,915 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 10:18:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9294, loss_cls: 4.4057, loss: 4.4057 +2025-06-27 18:32:25,842 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 10:17:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 4.5196, loss: 4.5196 +2025-06-27 18:33:10,780 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 10:16:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 4.4940, loss: 4.4940 +2025-06-27 18:33:55,743 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 10:16:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9425, loss_cls: 4.4720, loss: 4.4720 +2025-06-27 18:34:40,709 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 10:15:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 4.4528, loss: 4.4528 +2025-06-27 18:35:25,414 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 10:14:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 4.3858, loss: 4.3858 +2025-06-27 18:36:10,147 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 10:13:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 4.3861, loss: 4.3861 +2025-06-27 18:36:54,820 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 10:12:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 4.5040, loss: 4.5040 +2025-06-27 18:37:39,710 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 10:11:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 4.4600, loss: 4.4600 +2025-06-27 18:38:24,506 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 10:10:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9394, loss_cls: 4.3963, loss: 4.3963 +2025-06-27 18:39:09,268 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 10:10:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9306, loss_cls: 4.4717, loss: 4.4717 +2025-06-27 18:39:54,044 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 10:09:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9300, loss_cls: 4.4527, loss: 4.4527 +2025-06-27 18:40:38,768 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 10:08:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9287, loss_cls: 4.3391, loss: 4.3391 +2025-06-27 18:41:23,477 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 10:07:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 4.5164, loss: 4.5164 +2025-06-27 18:42:08,150 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 10:06:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9431, loss_cls: 4.3555, loss: 4.3555 +2025-06-27 18:42:52,861 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 10:05:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9263, loss_cls: 4.4946, loss: 4.4946 +2025-06-27 18:43:37,715 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 10:04:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9363, loss_cls: 4.5200, loss: 4.5200 +2025-06-27 18:44:22,526 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 10:04:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9319, loss_cls: 4.4336, loss: 4.4336 +2025-06-27 18:45:07,569 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 10:03:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9375, loss_cls: 4.4273, loss: 4.4273 +2025-06-27 18:45:52,369 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 10:02:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9231, loss_cls: 4.5866, loss: 4.5866 +2025-06-27 18:46:37,227 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 10:01:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9400, loss_cls: 4.4965, loss: 4.4965 +2025-06-27 18:47:22,149 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 10:00:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 4.4875, loss: 4.4875 +2025-06-27 18:48:06,799 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 9:59:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 4.2928, loss: 4.2928 +2025-06-27 18:48:51,326 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 9:59:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9419, loss_cls: 4.4360, loss: 4.4360 +2025-06-27 18:49:35,900 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 9:58:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 4.5419, loss: 4.5419 +2025-06-27 18:50:20,624 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 9:57:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9375, loss_cls: 4.4437, loss: 4.4437 +2025-06-27 18:50:23,172 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-27 19:10:17,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:10:18,407 - pyskl - INFO - +top1_acc 0.6588 +top5_acc 0.9027 +2025-06-27 19:10:18,426 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6588, top5_acc: 0.9027 +2025-06-27 19:11:25,295 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 9:59:23, time: 0.669, data_time: 0.222, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9363, loss_cls: 4.5196, loss: 4.5196 +2025-06-27 19:12:09,907 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 9:58:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 4.3760, loss: 4.3760 +2025-06-27 19:12:54,577 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 9:57:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.3017, loss: 4.3017 +2025-06-27 19:13:39,210 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 9:56:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 4.3394, loss: 4.3394 +2025-06-27 19:14:23,810 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 9:55:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 4.3911, loss: 4.3911 +2025-06-27 19:15:08,522 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 9:55:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.3057, loss: 4.3057 +2025-06-27 19:15:53,240 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 9:54:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 4.5075, loss: 4.5075 +2025-06-27 19:16:38,072 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 9:53:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 4.3830, loss: 4.3830 +2025-06-27 19:17:22,837 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 9:52:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 4.4429, loss: 4.4429 +2025-06-27 19:18:07,658 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 9:51:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 4.4447, loss: 4.4447 +2025-06-27 19:18:52,488 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 9:50:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 4.2382, loss: 4.2382 +2025-06-27 19:19:37,410 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 9:49:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9344, loss_cls: 4.4301, loss: 4.4301 +2025-06-27 19:20:22,460 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 9:49:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9456, loss_cls: 4.5436, loss: 4.5436 +2025-06-27 19:21:07,325 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 9:48:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 4.3340, loss: 4.3340 +2025-06-27 19:21:52,060 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 9:47:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.4021, loss: 4.4021 +2025-06-27 19:22:36,890 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 9:46:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9431, loss_cls: 4.4092, loss: 4.4092 +2025-06-27 19:23:21,773 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 9:45:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9400, loss_cls: 4.3241, loss: 4.3241 +2025-06-27 19:24:06,573 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 9:44:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9437, loss_cls: 4.4237, loss: 4.4237 +2025-06-27 19:24:51,332 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 9:44:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9444, loss_cls: 4.3773, loss: 4.3773 +2025-06-27 19:25:36,124 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 9:43:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 4.4261, loss: 4.4261 +2025-06-27 19:26:20,956 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 9:42:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9344, loss_cls: 4.4264, loss: 4.4264 +2025-06-27 19:27:05,780 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 9:41:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9369, loss_cls: 4.2651, loss: 4.2651 +2025-06-27 19:27:50,546 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 9:40:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9294, loss_cls: 4.5108, loss: 4.5108 +2025-06-27 19:28:35,346 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 9:39:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.2032, loss: 4.2032 +2025-06-27 19:29:20,115 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 9:39:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9394, loss_cls: 4.2318, loss: 4.2318 +2025-06-27 19:30:04,971 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 9:38:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.4408, loss: 4.4408 +2025-06-27 19:30:49,771 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 9:37:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 4.3472, loss: 4.3472 +2025-06-27 19:31:34,604 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 9:36:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 4.2882, loss: 4.2882 +2025-06-27 19:32:19,439 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 9:35:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9294, loss_cls: 4.4834, loss: 4.4834 +2025-06-27 19:33:04,336 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 9:34:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9300, loss_cls: 4.3598, loss: 4.3598 +2025-06-27 19:33:49,120 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 9:34:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 4.5095, loss: 4.5095 +2025-06-27 19:34:33,910 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 9:33:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 4.3009, loss: 4.3009 +2025-06-27 19:35:18,838 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 9:32:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 4.3850, loss: 4.3850 +2025-06-27 19:36:03,918 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 9:31:33, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 4.3748, loss: 4.3748 +2025-06-27 19:36:06,531 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-27 19:40:07,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:40:07,661 - pyskl - INFO - +top1_acc 0.6400 +top5_acc 0.8940 +2025-06-27 19:40:07,680 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6400, top5_acc: 0.8940 +2025-06-27 19:41:14,839 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 9:33:28, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 4.2782, loss: 4.2782 +2025-06-27 19:41:59,674 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 9:32:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 4.2996, loss: 4.2996 +2025-06-27 19:42:44,518 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 9:31:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.3178, loss: 4.3178 +2025-06-27 19:43:29,485 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 9:30:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 4.2774, loss: 4.2774 +2025-06-27 19:44:14,434 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 9:30:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 4.3375, loss: 4.3375 +2025-06-27 19:44:59,215 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 9:29:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.2769, loss: 4.2769 +2025-06-27 19:45:44,024 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 9:28:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 4.4706, loss: 4.4706 +2025-06-27 19:46:28,826 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 9:27:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 4.4525, loss: 4.4525 +2025-06-27 19:47:13,664 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 9:26:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.2229, loss: 4.2229 +2025-06-27 19:47:58,368 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 9:25:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9313, loss_cls: 4.4762, loss: 4.4762 +2025-06-27 19:48:43,215 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 9:25:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 4.3706, loss: 4.3706 +2025-06-27 19:49:28,017 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 9:24:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 4.3482, loss: 4.3482 +2025-06-27 19:50:12,843 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 9:23:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.4188, loss: 4.4188 +2025-06-27 19:50:57,791 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 9:22:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 4.3144, loss: 4.3144 +2025-06-27 19:51:42,476 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 9:21:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9450, loss_cls: 4.3678, loss: 4.3678 +2025-06-27 19:52:27,221 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 9:20:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9294, loss_cls: 4.5717, loss: 4.5717 +2025-06-27 19:53:11,977 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 9:20:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9325, loss_cls: 4.4090, loss: 4.4090 +2025-06-27 19:53:56,671 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 9:19:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 4.3913, loss: 4.3913 +2025-06-27 19:54:41,283 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 9:18:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 4.3130, loss: 4.3130 +2025-06-27 19:55:25,994 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 9:17:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9437, loss_cls: 4.3859, loss: 4.3859 +2025-06-27 19:56:10,814 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 9:16:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 4.3043, loss: 4.3043 +2025-06-27 19:56:55,655 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 9:15:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 4.3164, loss: 4.3164 +2025-06-27 19:57:40,595 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 9:15:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.3533, loss: 4.3533 +2025-06-27 19:58:25,311 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 9:14:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9294, loss_cls: 4.4385, loss: 4.4385 +2025-06-27 19:59:10,026 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 9:13:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 4.3791, loss: 4.3791 +2025-06-27 19:59:54,738 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 9:12:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 4.5189, loss: 4.5189 +2025-06-27 20:00:39,674 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 9:11:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 4.5018, loss: 4.5018 +2025-06-27 20:01:24,616 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 9:10:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9337, loss_cls: 4.4727, loss: 4.4727 +2025-06-27 20:02:09,429 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 9:10:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9363, loss_cls: 4.3749, loss: 4.3749 +2025-06-27 20:02:54,145 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 9:09:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9325, loss_cls: 4.3144, loss: 4.3144 +2025-06-27 20:03:38,707 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 9:08:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 4.3300, loss: 4.3300 +2025-06-27 20:04:23,180 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 9:07:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9456, loss_cls: 4.4362, loss: 4.4362 +2025-06-27 20:05:07,980 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 9:06:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9363, loss_cls: 4.3747, loss: 4.3747 +2025-06-27 20:05:52,696 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 9:05:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9469, loss_cls: 4.2401, loss: 4.2401 +2025-06-27 20:05:55,218 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-27 20:09:55,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:09:55,872 - pyskl - INFO - +top1_acc 0.6680 +top5_acc 0.9210 +2025-06-27 20:09:55,890 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6680, top5_acc: 0.9210 +2025-06-27 20:11:02,587 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 9:07:25, time: 0.667, data_time: 0.221, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 4.2125, loss: 4.2125 +2025-06-27 20:11:47,273 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 9:06:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 4.2887, loss: 4.2887 +2025-06-27 20:12:32,003 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 9:05:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9287, loss_cls: 4.4114, loss: 4.4114 +2025-06-27 20:13:16,808 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 9:04:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 4.3104, loss: 4.3104 +2025-06-27 20:14:01,654 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 9:04:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.3688, loss: 4.3688 +2025-06-27 20:14:46,454 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 9:03:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9363, loss_cls: 4.2357, loss: 4.2357 +2025-06-27 20:15:31,239 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 9:02:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9337, loss_cls: 4.2337, loss: 4.2337 +2025-06-27 20:16:16,046 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 9:01:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 4.3155, loss: 4.3155 +2025-06-27 20:17:00,841 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 9:00:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9294, loss_cls: 4.4758, loss: 4.4758 +2025-06-27 20:17:45,666 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 8:59:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.3122, loss: 4.3122 +2025-06-27 20:18:30,439 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 8:59:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 4.3131, loss: 4.3131 +2025-06-27 20:19:15,192 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 8:58:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 4.3007, loss: 4.3007 +2025-06-27 20:19:59,997 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 8:57:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 4.3745, loss: 4.3745 +2025-06-27 20:20:44,806 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 8:56:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 4.3265, loss: 4.3265 +2025-06-27 20:21:29,584 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 8:55:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 4.3584, loss: 4.3584 +2025-06-27 20:22:14,247 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 8:54:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 4.3307, loss: 4.3307 +2025-06-27 20:22:58,878 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 8:53:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 4.2648, loss: 4.2648 +2025-06-27 20:23:43,602 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 8:53:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 4.3007, loss: 4.3007 +2025-06-27 20:24:28,221 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 8:52:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9244, loss_cls: 4.4041, loss: 4.4041 +2025-06-27 20:25:12,862 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 8:51:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 4.3896, loss: 4.3896 +2025-06-27 20:25:57,565 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 8:50:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9325, loss_cls: 4.3206, loss: 4.3206 +2025-06-27 20:26:42,267 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 8:49:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 4.4610, loss: 4.4610 +2025-06-27 20:27:27,068 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 8:48:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 4.3510, loss: 4.3510 +2025-06-27 20:28:11,822 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 8:48:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 4.3655, loss: 4.3655 +2025-06-27 20:28:56,735 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 8:47:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 4.3580, loss: 4.3580 +2025-06-27 20:29:41,545 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 8:46:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 4.3331, loss: 4.3331 +2025-06-27 20:30:26,084 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 8:45:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9331, loss_cls: 4.3704, loss: 4.3704 +2025-06-27 20:31:10,730 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 8:44:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 4.3853, loss: 4.3853 +2025-06-27 20:31:55,500 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 8:43:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 4.5165, loss: 4.5165 +2025-06-27 20:32:40,384 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 8:43:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 4.3354, loss: 4.3354 +2025-06-27 20:33:25,079 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 8:42:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9350, loss_cls: 4.4137, loss: 4.4137 +2025-06-27 20:34:09,903 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 8:41:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 4.4228, loss: 4.4228 +2025-06-27 20:34:54,655 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 8:40:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 4.3715, loss: 4.3715 +2025-06-27 20:35:39,450 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 8:39:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9319, loss_cls: 4.5405, loss: 4.5405 +2025-06-27 20:35:42,149 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-27 20:39:41,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:39:41,991 - pyskl - INFO - +top1_acc 0.6820 +top5_acc 0.9151 +2025-06-27 20:39:42,041 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_11.pth was removed +2025-06-27 20:39:43,049 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-06-27 20:39:43,050 - pyskl - INFO - Best top1_acc is 0.6820 at 18 epoch. +2025-06-27 20:39:43,068 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6820, top5_acc: 0.9151 +2025-06-27 20:40:50,342 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 8:41:21, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 4.1004, loss: 4.1004 +2025-06-27 20:41:35,144 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 8:40:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.2896, loss: 4.2896 +2025-06-27 20:42:19,945 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 8:39:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 4.3027, loss: 4.3027 +2025-06-27 20:43:04,777 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 8:38:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9537, loss_cls: 4.2655, loss: 4.2655 +2025-06-27 20:43:49,639 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 8:38:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 4.4794, loss: 4.4794 +2025-06-27 20:44:34,463 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 8:37:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9500, loss_cls: 4.2982, loss: 4.2982 +2025-06-27 20:45:19,303 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 8:36:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 4.2280, loss: 4.2280 +2025-06-27 20:46:04,125 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 8:35:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 4.2882, loss: 4.2882 +2025-06-27 20:46:49,042 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 8:34:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 4.3338, loss: 4.3338 +2025-06-27 20:47:33,922 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 8:33:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 4.2413, loss: 4.2413 +2025-06-27 20:48:19,036 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 8:33:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 4.2873, loss: 4.2873 +2025-06-27 20:49:04,048 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 8:32:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9487, loss_cls: 4.4040, loss: 4.4040 +2025-06-27 20:49:48,777 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 8:31:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 4.3147, loss: 4.3147 +2025-06-27 20:50:33,525 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 8:30:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9463, loss_cls: 4.3081, loss: 4.3081 +2025-06-27 20:51:18,358 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 8:29:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.2645, loss: 4.2645 +2025-06-27 20:52:03,189 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 8:29:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9387, loss_cls: 4.1504, loss: 4.1504 +2025-06-27 20:52:47,838 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 8:28:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9350, loss_cls: 4.3106, loss: 4.3106 +2025-06-27 20:53:32,616 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 8:27:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 4.3454, loss: 4.3454 +2025-06-27 20:54:17,299 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 8:26:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 4.3855, loss: 4.3855 +2025-06-27 20:55:02,150 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 8:25:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9344, loss_cls: 4.2926, loss: 4.2926 +2025-06-27 20:55:46,914 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 8:24:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.3731, loss: 4.3731 +2025-06-27 20:56:31,669 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 8:23:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9544, loss_cls: 4.2996, loss: 4.2996 +2025-06-27 20:57:16,649 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 8:23:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 4.3522, loss: 4.3522 +2025-06-27 20:58:01,619 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 8:22:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 4.1571, loss: 4.1571 +2025-06-27 20:58:46,647 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 8:21:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9244, loss_cls: 4.3924, loss: 4.3924 +2025-06-27 20:59:31,671 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 8:20:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 4.3566, loss: 4.3566 +2025-06-27 21:00:16,813 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 8:20:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 4.4925, loss: 4.4925 +2025-06-27 21:01:01,660 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 8:19:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 4.1131, loss: 4.1131 +2025-06-27 21:01:46,487 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 8:18:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.3436, loss: 4.3436 +2025-06-27 21:02:31,315 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 8:17:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9331, loss_cls: 4.3813, loss: 4.3813 +2025-06-27 21:03:16,102 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 8:16:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9306, loss_cls: 4.3055, loss: 4.3055 +2025-06-27 21:04:01,057 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 8:15:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.2178, loss: 4.2178 +2025-06-27 21:04:45,886 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 8:15:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9381, loss_cls: 4.3422, loss: 4.3422 +2025-06-27 21:05:30,650 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 8:14:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9331, loss_cls: 4.4151, loss: 4.4151 +2025-06-27 21:05:33,247 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-27 21:09:33,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:09:33,654 - pyskl - INFO - +top1_acc 0.6926 +top5_acc 0.9148 +2025-06-27 21:09:33,711 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_18.pth was removed +2025-06-27 21:09:34,780 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-06-27 21:09:34,782 - pyskl - INFO - Best top1_acc is 0.6926 at 19 epoch. +2025-06-27 21:09:34,804 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6926, top5_acc: 0.9148 +2025-06-27 21:10:42,087 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 8:15:42, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.2219, loss: 4.2219 +2025-06-27 21:11:26,843 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 8:14:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9394, loss_cls: 4.3445, loss: 4.3445 +2025-06-27 21:12:11,564 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 8:14:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 4.3267, loss: 4.3267 +2025-06-27 21:12:56,288 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 8:13:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 4.3034, loss: 4.3034 +2025-06-27 21:13:41,026 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 8:12:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 4.1136, loss: 4.1136 +2025-06-27 21:14:25,807 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 8:11:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 4.3111, loss: 4.3111 +2025-06-27 21:15:10,607 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 8:10:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 4.3227, loss: 4.3227 +2025-06-27 21:15:55,436 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 8:09:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 4.3514, loss: 4.3514 +2025-06-27 21:16:40,171 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 8:09:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.2120, loss: 4.2120 +2025-06-27 21:17:24,965 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 8:08:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9481, loss_cls: 4.3180, loss: 4.3180 +2025-06-27 21:18:09,726 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 8:07:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 4.3131, loss: 4.3131 +2025-06-27 21:18:54,790 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 8:06:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.2981, loss: 4.2981 +2025-06-27 21:19:39,674 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 8:05:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 4.2936, loss: 4.2936 +2025-06-27 21:20:24,544 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 8:04:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 4.2651, loss: 4.2651 +2025-06-27 21:21:09,385 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 8:04:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9319, loss_cls: 4.3449, loss: 4.3449 +2025-06-27 21:21:54,203 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 8:03:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9263, loss_cls: 4.3793, loss: 4.3793 +2025-06-27 21:22:39,054 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 8:02:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 4.2976, loss: 4.2976 +2025-06-27 21:23:23,892 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 8:01:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 4.2697, loss: 4.2697 +2025-06-27 21:24:08,627 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 8:00:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 4.4230, loss: 4.4230 +2025-06-27 21:24:53,329 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 8:00:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 4.2754, loss: 4.2754 +2025-06-27 21:25:38,234 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 7:59:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9425, loss_cls: 4.3498, loss: 4.3498 +2025-06-27 21:26:23,154 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 7:58:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 4.2311, loss: 4.2311 +2025-06-27 21:27:08,124 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 7:57:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 4.2671, loss: 4.2671 +2025-06-27 21:27:52,883 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 7:56:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 4.3783, loss: 4.3783 +2025-06-27 21:28:37,903 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 7:55:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 4.2335, loss: 4.2335 +2025-06-27 21:29:23,206 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 7:55:12, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9400, loss_cls: 4.1979, loss: 4.1979 +2025-06-27 21:30:08,125 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 7:54:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 4.2858, loss: 4.2858 +2025-06-27 21:30:52,885 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 7:53:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9431, loss_cls: 4.3181, loss: 4.3181 +2025-06-27 21:31:37,642 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 7:52:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.3576, loss: 4.3576 +2025-06-27 21:32:22,343 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 7:51:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9306, loss_cls: 4.4191, loss: 4.4191 +2025-06-27 21:33:06,991 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 7:51:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 4.3013, loss: 4.3013 +2025-06-27 21:33:51,635 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 7:50:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 4.4213, loss: 4.4213 +2025-06-27 21:34:36,221 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 7:49:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.2926, loss: 4.2926 +2025-06-27 21:35:20,833 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 7:48:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 4.2425, loss: 4.2425 +2025-06-27 21:35:23,375 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-27 21:53:52,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:53:52,845 - pyskl - INFO - +top1_acc 0.7045 +top5_acc 0.9231 +2025-06-27 21:53:52,898 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_19.pth was removed +2025-06-27 21:53:53,932 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-27 21:53:53,934 - pyskl - INFO - Best top1_acc is 0.7045 at 20 epoch. +2025-06-27 21:53:53,954 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7045, top5_acc: 0.9231 +2025-06-27 21:55:00,672 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 7:49:49, time: 0.667, data_time: 0.222, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 4.1715, loss: 4.1715 +2025-06-27 21:55:45,243 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 7:48:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 4.3037, loss: 4.3037 +2025-06-27 21:56:29,792 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 7:48:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 4.2686, loss: 4.2686 +2025-06-27 21:57:14,376 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 7:47:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9337, loss_cls: 4.2471, loss: 4.2471 +2025-06-27 21:57:58,880 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 7:46:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 4.3091, loss: 4.3091 +2025-06-27 21:58:43,391 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 7:45:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 4.3516, loss: 4.3516 +2025-06-27 21:59:27,940 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 7:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9481, loss_cls: 4.3153, loss: 4.3153 +2025-06-27 22:00:12,468 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 7:43:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 4.3435, loss: 4.3435 +2025-06-27 22:00:57,025 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 7:43:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 4.1315, loss: 4.1315 +2025-06-27 22:01:41,631 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 7:42:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 4.2160, loss: 4.2160 +2025-06-27 22:02:26,222 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 7:41:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 4.2400, loss: 4.2400 +2025-06-27 22:03:10,836 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 7:40:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 4.3214, loss: 4.3214 +2025-06-27 22:03:55,474 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 7:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 4.1547, loss: 4.1547 +2025-06-27 22:04:40,088 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 7:38:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 4.3438, loss: 4.3438 +2025-06-27 22:05:24,641 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 7:37:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9413, loss_cls: 4.2067, loss: 4.2067 +2025-06-27 22:06:09,376 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 7:37:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 4.4164, loss: 4.4164 +2025-06-27 22:06:54,004 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 7:36:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 4.3084, loss: 4.3084 +2025-06-27 22:07:38,792 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 7:35:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.2185, loss: 4.2185 +2025-06-27 22:08:23,575 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 7:34:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9350, loss_cls: 4.3321, loss: 4.3321 +2025-06-27 22:09:08,475 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 7:33:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.2874, loss: 4.2874 +2025-06-27 22:09:53,300 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 7:33:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.1895, loss: 4.1895 +2025-06-27 22:10:38,208 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 7:32:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9319, loss_cls: 4.3923, loss: 4.3923 +2025-06-27 22:11:22,987 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 7:31:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.2085, loss: 4.2085 +2025-06-27 22:12:07,770 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 7:30:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9350, loss_cls: 4.3619, loss: 4.3619 +2025-06-27 22:12:52,524 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 7:29:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 4.1773, loss: 4.1773 +2025-06-27 22:13:37,497 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 7:28:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 4.2456, loss: 4.2456 +2025-06-27 22:14:22,372 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 7:28:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.2388, loss: 4.2388 +2025-06-27 22:15:07,036 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 7:27:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 4.3304, loss: 4.3304 +2025-06-27 22:15:51,696 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 7:26:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 4.3170, loss: 4.3170 +2025-06-27 22:16:36,416 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 7:25:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 4.2669, loss: 4.2669 +2025-06-27 22:17:21,218 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 7:24:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 4.2408, loss: 4.2408 +2025-06-27 22:18:06,038 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 7:24:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 4.3404, loss: 4.3404 +2025-06-27 22:18:50,773 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 7:23:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9487, loss_cls: 4.3371, loss: 4.3371 +2025-06-27 22:19:35,451 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 7:22:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9606, loss_cls: 4.2597, loss: 4.2597 +2025-06-27 22:19:38,079 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-27 22:23:37,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:23:38,170 - pyskl - INFO - +top1_acc 0.6922 +top5_acc 0.9248 +2025-06-27 22:23:38,189 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6922, top5_acc: 0.9248 +2025-06-27 22:24:45,456 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 7:23:36, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 4.2882, loss: 4.2882 +2025-06-27 22:25:30,115 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 7:22:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 4.2600, loss: 4.2600 +2025-06-27 22:26:14,778 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 7:21:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 4.3042, loss: 4.3042 +2025-06-27 22:26:59,488 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 7:21:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 4.2647, loss: 4.2647 +2025-06-27 22:27:44,244 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 7:20:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 4.2048, loss: 4.2048 +2025-06-27 22:28:28,977 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 7:19:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 4.1317, loss: 4.1317 +2025-06-27 22:29:13,679 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 7:18:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 4.1780, loss: 4.1780 +2025-06-27 22:29:58,391 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 7:17:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 4.1271, loss: 4.1271 +2025-06-27 22:30:43,140 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 7:16:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 4.1730, loss: 4.1730 +2025-06-27 22:31:27,926 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 7:16:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 4.3469, loss: 4.3469 +2025-06-27 22:32:12,654 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 7:15:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9300, loss_cls: 4.3548, loss: 4.3548 +2025-06-27 22:32:57,407 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 7:14:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.3022, loss: 4.3022 +2025-06-27 22:33:42,127 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 7:13:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9487, loss_cls: 4.2513, loss: 4.2513 +2025-06-27 22:34:26,906 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 7:12:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 4.3647, loss: 4.3647 +2025-06-27 22:35:11,734 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 7:12:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.2827, loss: 4.2827 +2025-06-27 22:35:56,573 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 7:11:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9556, loss_cls: 4.1768, loss: 4.1768 +2025-06-27 22:36:41,463 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 7:10:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 4.2226, loss: 4.2226 +2025-06-27 22:37:26,290 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 7:09:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 4.2638, loss: 4.2638 +2025-06-27 22:38:11,061 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 7:08:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9544, loss_cls: 4.1861, loss: 4.1861 +2025-06-27 22:38:55,911 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 7:07:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.1853, loss: 4.1853 +2025-06-27 22:39:40,790 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 7:07:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 4.3651, loss: 4.3651 +2025-06-27 22:40:25,500 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 7:06:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.2358, loss: 4.2358 +2025-06-27 22:41:10,311 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 7:05:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 4.3405, loss: 4.3405 +2025-06-27 22:41:55,308 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 7:04:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 4.3390, loss: 4.3390 +2025-06-27 22:42:40,102 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 7:03:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 4.1297, loss: 4.1297 +2025-06-27 22:43:24,978 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 7:03:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 4.0815, loss: 4.0815 +2025-06-27 22:44:09,906 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 7:02:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 4.2757, loss: 4.2757 +2025-06-27 22:44:54,589 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 7:01:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9344, loss_cls: 4.2785, loss: 4.2785 +2025-06-27 22:45:39,410 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 7:00:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9344, loss_cls: 4.3050, loss: 4.3050 +2025-06-27 22:46:24,236 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 6:59:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 4.2934, loss: 4.2934 +2025-06-27 22:47:09,161 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 6:59:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 4.2051, loss: 4.2051 +2025-06-27 22:47:53,929 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 6:58:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 4.2126, loss: 4.2126 +2025-06-27 22:48:38,747 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 6:57:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9269, loss_cls: 4.2729, loss: 4.2729 +2025-06-27 22:49:23,585 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 6:56:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 4.3315, loss: 4.3315 +2025-06-27 22:49:26,194 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-27 22:53:26,052 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:53:26,602 - pyskl - INFO - +top1_acc 0.7139 +top5_acc 0.9313 +2025-06-27 22:53:26,659 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_20.pth was removed +2025-06-27 22:53:27,706 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-27 22:53:27,708 - pyskl - INFO - Best top1_acc is 0.7139 at 22 epoch. +2025-06-27 22:53:27,729 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7139, top5_acc: 0.9313 +2025-06-27 22:54:35,039 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 6:57:45, time: 0.673, data_time: 0.225, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 4.0799, loss: 4.0799 +2025-06-27 22:55:19,827 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 6:56:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 4.2540, loss: 4.2540 +2025-06-27 22:56:04,604 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 6:56:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9456, loss_cls: 4.2320, loss: 4.2320 +2025-06-27 22:56:49,507 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 6:55:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 4.2574, loss: 4.2574 +2025-06-27 22:57:34,472 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 6:54:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 4.2835, loss: 4.2835 +2025-06-27 22:58:19,291 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 6:53:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 4.1751, loss: 4.1751 +2025-06-27 22:59:04,064 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 6:52:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 4.1224, loss: 4.1224 +2025-06-27 22:59:48,976 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 6:52:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.1356, loss: 4.1356 +2025-06-27 23:00:33,828 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 6:51:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.2532, loss: 4.2532 +2025-06-27 23:01:18,670 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 6:50:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.1203, loss: 4.1203 +2025-06-27 23:02:03,586 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 6:49:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 4.1586, loss: 4.1586 +2025-06-27 23:02:48,447 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 6:48:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 4.1173, loss: 4.1173 +2025-06-27 23:03:33,442 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 6:48:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9337, loss_cls: 4.1823, loss: 4.1823 +2025-06-27 23:04:18,335 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 6:47:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 4.1201, loss: 4.1201 +2025-06-27 23:05:03,225 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 6:46:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9487, loss_cls: 4.2144, loss: 4.2144 +2025-06-27 23:05:48,078 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 6:45:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 4.3000, loss: 4.3000 +2025-06-27 23:06:33,229 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 6:44:51, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 4.1393, loss: 4.1393 +2025-06-27 23:07:18,207 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 6:44:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 4.3084, loss: 4.3084 +2025-06-27 23:08:03,369 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 6:43:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9381, loss_cls: 4.2379, loss: 4.2379 +2025-06-27 23:08:48,266 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 6:42:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.2573, loss: 4.2573 +2025-06-27 23:09:33,459 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 6:41:42, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 4.2924, loss: 4.2924 +2025-06-27 23:10:18,683 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 6:40:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9544, loss_cls: 4.2569, loss: 4.2569 +2025-06-27 23:11:03,422 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 6:40:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 4.2387, loss: 4.2387 +2025-06-27 23:11:48,096 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 6:39:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 4.1308, loss: 4.1308 +2025-06-27 23:12:32,965 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 6:38:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9519, loss_cls: 4.1827, loss: 4.1827 +2025-06-27 23:13:17,846 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 6:37:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 4.2385, loss: 4.2385 +2025-06-27 23:14:02,419 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 6:36:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9469, loss_cls: 4.2950, loss: 4.2950 +2025-06-27 23:14:47,149 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 6:36:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 4.3626, loss: 4.3626 +2025-06-27 23:15:31,867 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 6:35:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9413, loss_cls: 4.2488, loss: 4.2488 +2025-06-27 23:16:17,148 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 6:34:26, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 4.1616, loss: 4.1616 +2025-06-27 23:17:02,051 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 6:33:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.1554, loss: 4.1554 +2025-06-27 23:17:46,837 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 6:32:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.2284, loss: 4.2284 +2025-06-27 23:18:31,670 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 6:32:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 4.3575, loss: 4.3575 +2025-06-27 23:19:16,481 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 6:31:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.1165, loss: 4.1165 +2025-06-27 23:19:19,102 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-27 23:23:19,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:23:19,622 - pyskl - INFO - +top1_acc 0.6663 +top5_acc 0.9026 +2025-06-27 23:23:19,643 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.6663, top5_acc: 0.9026 +2025-06-27 23:24:27,037 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 6:32:13, time: 0.674, data_time: 0.224, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 4.1526, loss: 4.1526 +2025-06-27 23:25:11,851 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 6:31:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.0831, loss: 4.0831 +2025-06-27 23:25:56,692 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 6:30:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 4.3348, loss: 4.3348 +2025-06-27 23:26:41,541 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 6:29:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2165, loss: 4.2165 +2025-06-27 23:27:26,346 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 6:28:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 4.1701, loss: 4.1701 +2025-06-27 23:28:11,137 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 6:28:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 4.1772, loss: 4.1772 +2025-06-27 23:28:55,934 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 6:27:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.2159, loss: 4.2159 +2025-06-27 23:29:40,714 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 6:26:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 4.2169, loss: 4.2169 +2025-06-27 23:30:25,447 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 6:25:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.2182, loss: 4.2182 +2025-06-27 23:31:10,264 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 6:24:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.1804, loss: 4.1804 +2025-06-27 23:31:55,060 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 6:24:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.1647, loss: 4.1647 +2025-06-27 23:32:39,827 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 6:23:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 4.2826, loss: 4.2826 +2025-06-27 23:33:24,574 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 6:22:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9400, loss_cls: 4.1838, loss: 4.1838 +2025-06-27 23:34:09,447 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 6:21:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9387, loss_cls: 4.2612, loss: 4.2612 +2025-06-27 23:34:54,313 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 6:20:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 4.2411, loss: 4.2411 +2025-06-27 23:35:39,100 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 6:20:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 4.2362, loss: 4.2362 +2025-06-27 23:36:23,907 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 6:19:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 4.1679, loss: 4.1679 +2025-06-27 23:37:08,707 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 6:18:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 4.1712, loss: 4.1712 +2025-06-27 23:37:53,634 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 6:17:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 4.1027, loss: 4.1027 +2025-06-27 23:38:38,663 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 6:16:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 4.1084, loss: 4.1084 +2025-06-27 23:39:23,755 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 6:16:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 4.2386, loss: 4.2386 +2025-06-27 23:40:08,690 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 6:15:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9400, loss_cls: 4.1909, loss: 4.1909 +2025-06-27 23:40:53,792 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 6:14:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9513, loss_cls: 4.2370, loss: 4.2370 +2025-06-27 23:41:38,793 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 6:13:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 4.0458, loss: 4.0458 +2025-06-27 23:42:23,888 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 6:12:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9525, loss_cls: 4.1839, loss: 4.1839 +2025-06-27 23:43:09,081 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 6:12:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.3283, loss: 4.3283 +2025-06-27 23:43:54,117 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 6:11:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 4.2416, loss: 4.2416 +2025-06-27 23:44:38,932 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 6:10:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 4.1092, loss: 4.1092 +2025-06-27 23:45:23,899 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 6:09:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 4.1534, loss: 4.1534 +2025-06-27 23:46:08,741 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 6:08:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 4.1876, loss: 4.1876 +2025-06-27 23:46:53,536 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 6:08:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 4.2682, loss: 4.2682 +2025-06-27 23:47:38,339 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 6:07:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9469, loss_cls: 4.2620, loss: 4.2620 +2025-06-27 23:48:23,124 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 6:06:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 4.1851, loss: 4.1851 +2025-06-27 23:49:07,920 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 6:05:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 4.1566, loss: 4.1566 +2025-06-27 23:49:10,552 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-27 23:53:10,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:53:11,329 - pyskl - INFO - +top1_acc 0.7042 +top5_acc 0.9201 +2025-06-27 23:53:11,351 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7042, top5_acc: 0.9201 +2025-06-27 23:54:18,711 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 6:06:37, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 4.0937, loss: 4.0937 +2025-06-27 23:55:03,326 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 6:05:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 4.0664, loss: 4.0664 +2025-06-27 23:55:47,970 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 6:04:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 4.3034, loss: 4.3034 +2025-06-27 23:56:32,643 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 6:04:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.2563, loss: 4.2563 +2025-06-27 23:57:17,315 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 6:03:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 4.2371, loss: 4.2371 +2025-06-27 23:58:01,961 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 6:02:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.2039, loss: 4.2039 +2025-06-27 23:58:46,617 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 6:01:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.1868, loss: 4.1868 +2025-06-27 23:59:31,288 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 6:00:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 4.2166, loss: 4.2166 +2025-06-28 00:00:15,988 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 6:00:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.0545, loss: 4.0545 +2025-06-28 00:01:00,635 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 5:59:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9481, loss_cls: 4.2393, loss: 4.2393 +2025-06-28 00:01:45,400 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 5:58:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 4.0913, loss: 4.0913 +2025-06-28 00:02:30,191 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 5:57:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 4.2775, loss: 4.2775 +2025-06-28 00:03:15,134 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 5:56:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9581, loss_cls: 4.3188, loss: 4.3188 +2025-06-28 00:03:59,862 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 5:55:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 4.1575, loss: 4.1575 +2025-06-28 00:04:44,566 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 5:55:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9487, loss_cls: 4.2263, loss: 4.2263 +2025-06-28 00:05:29,334 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 5:54:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 4.0433, loss: 4.0433 +2025-06-28 00:06:14,089 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 5:53:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.1634, loss: 4.1634 +2025-06-28 00:06:59,031 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 5:52:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 4.0921, loss: 4.0921 +2025-06-28 00:07:43,990 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 5:51:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 4.1327, loss: 4.1327 +2025-06-28 00:08:29,026 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 5:51:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 4.2727, loss: 4.2727 +2025-06-28 00:09:13,756 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 5:50:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.2255, loss: 4.2255 +2025-06-28 00:09:58,387 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 5:49:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 4.2297, loss: 4.2297 +2025-06-28 00:10:43,103 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 5:48:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 4.2767, loss: 4.2767 +2025-06-28 00:11:27,882 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 5:47:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1521, loss: 4.1521 +2025-06-28 00:12:12,485 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 5:47:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9550, loss_cls: 4.2145, loss: 4.2145 +2025-06-28 00:12:57,079 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 5:46:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 4.2330, loss: 4.2330 +2025-06-28 00:13:41,713 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 5:45:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9406, loss_cls: 4.1539, loss: 4.1539 +2025-06-28 00:14:26,316 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 5:44:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.1699, loss: 4.1699 +2025-06-28 00:15:10,835 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 5:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.1958, loss: 4.1958 +2025-06-28 00:15:55,402 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 5:42:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 4.3080, loss: 4.3080 +2025-06-28 00:16:39,998 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 5:42:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9425, loss_cls: 4.3458, loss: 4.3458 +2025-06-28 00:17:24,563 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 5:41:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 4.1237, loss: 4.1237 +2025-06-28 00:18:09,301 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 5:40:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9344, loss_cls: 4.2380, loss: 4.2380 +2025-06-28 00:18:53,823 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 5:39:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 4.1970, loss: 4.1970 +2025-06-28 00:18:56,347 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-28 00:38:34,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:38:35,459 - pyskl - INFO - +top1_acc 0.7191 +top5_acc 0.9317 +2025-06-28 00:38:35,511 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_22.pth was removed +2025-06-28 00:38:36,543 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-06-28 00:38:36,544 - pyskl - INFO - Best top1_acc is 0.7191 at 25 epoch. +2025-06-28 00:38:36,565 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7191, top5_acc: 0.9317 +2025-06-28 00:39:43,418 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 5:40:28, time: 0.668, data_time: 0.222, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 3.9839, loss: 3.9839 +2025-06-28 00:40:28,067 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 5:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 4.1082, loss: 4.1082 +2025-06-28 00:41:12,794 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 5:38:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 4.0212, loss: 4.0212 +2025-06-28 00:41:57,574 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 5:38:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.2110, loss: 4.2110 +2025-06-28 00:42:42,266 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 5:37:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 4.1087, loss: 4.1087 +2025-06-28 00:43:26,952 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 5:36:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.1461, loss: 4.1461 +2025-06-28 00:44:11,576 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 5:35:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.0558, loss: 4.0558 +2025-06-28 00:44:56,218 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 5:34:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.1959, loss: 4.1959 +2025-06-28 00:45:40,910 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 5:33:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 4.1236, loss: 4.1236 +2025-06-28 00:46:25,522 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 5:33:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9569, loss_cls: 4.2106, loss: 4.2106 +2025-06-28 00:47:10,176 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 5:32:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9519, loss_cls: 4.2129, loss: 4.2129 +2025-06-28 00:47:54,906 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 5:31:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 4.1418, loss: 4.1418 +2025-06-28 00:48:39,654 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 5:30:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.1220, loss: 4.1220 +2025-06-28 00:49:24,452 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 5:29:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 4.1810, loss: 4.1810 +2025-06-28 00:50:09,275 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 5:29:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 4.0778, loss: 4.0778 +2025-06-28 00:50:54,020 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 5:28:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 4.2240, loss: 4.2240 +2025-06-28 00:51:38,712 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 5:27:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.2137, loss: 4.2137 +2025-06-28 00:52:23,284 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 5:26:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.0304, loss: 4.0304 +2025-06-28 00:53:08,056 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 5:25:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 4.2966, loss: 4.2966 +2025-06-28 00:53:52,806 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 5:25:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.1430, loss: 4.1430 +2025-06-28 00:54:37,522 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 5:24:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.1402, loss: 4.1402 +2025-06-28 00:55:22,343 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 5:23:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 4.1770, loss: 4.1770 +2025-06-28 00:56:07,262 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 5:22:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 4.2510, loss: 4.2510 +2025-06-28 00:56:52,231 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 5:21:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 4.1811, loss: 4.1811 +2025-06-28 00:57:37,126 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 5:21:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 4.1209, loss: 4.1209 +2025-06-28 00:58:21,984 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 5:20:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 4.1832, loss: 4.1832 +2025-06-28 00:59:06,762 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 5:19:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 4.2870, loss: 4.2870 +2025-06-28 00:59:51,622 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 5:18:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 4.2150, loss: 4.2150 +2025-06-28 01:00:36,458 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 5:17:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 4.2361, loss: 4.2361 +2025-06-28 01:01:21,213 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 5:17:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.2946, loss: 4.2946 +2025-06-28 01:02:05,959 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 5:16:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 4.2675, loss: 4.2675 +2025-06-28 01:02:50,700 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 5:15:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9494, loss_cls: 4.1565, loss: 4.1565 +2025-06-28 01:03:35,415 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 5:14:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.2434, loss: 4.2434 +2025-06-28 01:04:20,172 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 5:13:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 4.2984, loss: 4.2984 +2025-06-28 01:04:22,754 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-28 01:08:22,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:08:23,335 - pyskl - INFO - +top1_acc 0.7021 +top5_acc 0.9220 +2025-06-28 01:08:23,355 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7021, top5_acc: 0.9220 +2025-06-28 01:09:30,534 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 5:14:31, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 4.1435, loss: 4.1435 +2025-06-28 01:10:15,302 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 5:13:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9425, loss_cls: 4.0364, loss: 4.0364 +2025-06-28 01:11:00,097 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 5:12:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 4.1481, loss: 4.1481 +2025-06-28 01:11:44,962 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 5:12:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 4.2121, loss: 4.2121 +2025-06-28 01:12:29,833 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 5:11:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9469, loss_cls: 4.2378, loss: 4.2378 +2025-06-28 01:13:14,762 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 5:10:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.1734, loss: 4.1734 +2025-06-28 01:13:59,669 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 5:09:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 4.1055, loss: 4.1055 +2025-06-28 01:14:44,365 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 5:08:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 4.0697, loss: 4.0697 +2025-06-28 01:15:29,111 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 5:08:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9613, loss_cls: 4.0850, loss: 4.0850 +2025-06-28 01:16:13,821 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 5:07:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 4.0411, loss: 4.0411 +2025-06-28 01:16:58,507 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 5:06:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9587, loss_cls: 3.9606, loss: 3.9606 +2025-06-28 01:17:43,332 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 5:05:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9519, loss_cls: 4.1932, loss: 4.1932 +2025-06-28 01:18:27,919 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 5:04:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 4.2047, loss: 4.2047 +2025-06-28 01:19:12,523 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 5:04:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 4.1305, loss: 4.1305 +2025-06-28 01:19:57,155 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 5:03:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.1563, loss: 4.1563 +2025-06-28 01:20:41,783 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 5:02:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 4.0825, loss: 4.0825 +2025-06-28 01:21:26,401 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 5:01:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 4.2302, loss: 4.2302 +2025-06-28 01:22:11,068 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 5:00:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 4.0452, loss: 4.0452 +2025-06-28 01:22:55,826 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 4:59:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.1387, loss: 4.1387 +2025-06-28 01:23:40,673 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 4:59:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.1810, loss: 4.1810 +2025-06-28 01:24:25,653 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 4:58:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 4.1763, loss: 4.1763 +2025-06-28 01:25:10,420 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 4:57:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2473, loss: 4.2473 +2025-06-28 01:25:55,195 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 4:56:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 4.1852, loss: 4.1852 +2025-06-28 01:26:39,998 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 4:55:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 4.1221, loss: 4.1221 +2025-06-28 01:27:24,823 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 4:55:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9356, loss_cls: 4.2570, loss: 4.2570 +2025-06-28 01:28:09,852 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 4:54:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 4.2592, loss: 4.2592 +2025-06-28 01:28:54,537 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 4:53:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 4.1017, loss: 4.1017 +2025-06-28 01:29:39,494 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 4:52:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 4.2346, loss: 4.2346 +2025-06-28 01:30:24,247 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 4:51:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 4.1236, loss: 4.1236 +2025-06-28 01:31:08,977 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 4:51:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 4.0261, loss: 4.0261 +2025-06-28 01:31:53,723 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 4:50:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.1280, loss: 4.1280 +2025-06-28 01:32:38,592 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 4:49:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9594, loss_cls: 4.1410, loss: 4.1410 +2025-06-28 01:33:23,309 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 4:48:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 4.2226, loss: 4.2226 +2025-06-28 01:34:08,095 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 4:47:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 4.2883, loss: 4.2883 +2025-06-28 01:34:10,669 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-28 01:38:07,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:38:08,528 - pyskl - INFO - +top1_acc 0.6915 +top5_acc 0.9217 +2025-06-28 01:38:08,547 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.6915, top5_acc: 0.9217 +2025-06-28 01:39:15,845 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 4:48:39, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 4.0631, loss: 4.0631 +2025-06-28 01:40:00,611 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 4:47:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 4.0995, loss: 4.0995 +2025-06-28 01:40:45,371 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 4:47:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 4.1212, loss: 4.1212 +2025-06-28 01:41:30,164 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 4:46:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 4.1693, loss: 4.1693 +2025-06-28 01:42:14,859 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 4:45:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.2088, loss: 4.2088 +2025-06-28 01:42:59,655 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 4:44:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 4.0672, loss: 4.0672 +2025-06-28 01:43:44,428 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 4:43:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.1143, loss: 4.1143 +2025-06-28 01:44:29,186 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 4:43:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 4.0854, loss: 4.0854 +2025-06-28 01:45:14,013 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 4:42:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 4.2438, loss: 4.2438 +2025-06-28 01:45:58,824 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 4:41:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 4.0866, loss: 4.0866 +2025-06-28 01:46:43,578 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 4:40:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 4.0075, loss: 4.0075 +2025-06-28 01:47:28,377 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 4:39:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 4.2230, loss: 4.2230 +2025-06-28 01:48:13,232 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 4:39:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 4.1174, loss: 4.1174 +2025-06-28 01:48:57,946 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 4:38:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 4.0963, loss: 4.0963 +2025-06-28 01:49:42,698 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 4:37:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9437, loss_cls: 4.2044, loss: 4.2044 +2025-06-28 01:50:27,531 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 4:36:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 4.2366, loss: 4.2366 +2025-06-28 01:51:12,350 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 4:35:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9387, loss_cls: 4.2103, loss: 4.2103 +2025-06-28 01:51:57,257 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 4:35:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 4.0283, loss: 4.0283 +2025-06-28 01:52:42,025 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 4:34:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9563, loss_cls: 4.0836, loss: 4.0836 +2025-06-28 01:53:26,796 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 4:33:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 4.1400, loss: 4.1400 +2025-06-28 01:54:11,535 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 4:32:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 4.1889, loss: 4.1889 +2025-06-28 01:54:56,398 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 4:31:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.1285, loss: 4.1285 +2025-06-28 01:55:41,346 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 4:31:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.2566, loss: 4.2566 +2025-06-28 01:56:26,339 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 4:30:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 4.1926, loss: 4.1926 +2025-06-28 01:57:11,198 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 4:29:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 4.0730, loss: 4.0730 +2025-06-28 01:57:55,994 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 4:28:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 4.1488, loss: 4.1488 +2025-06-28 01:58:41,062 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 4:27:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 4.0957, loss: 4.0957 +2025-06-28 01:59:26,049 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 4:27:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 4.2621, loss: 4.2621 +2025-06-28 02:00:10,853 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 4:26:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9337, loss_cls: 4.2295, loss: 4.2295 +2025-06-28 02:00:55,808 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 4:25:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 4.2956, loss: 4.2956 +2025-06-28 02:01:40,537 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 4:24:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9575, loss_cls: 4.0898, loss: 4.0898 +2025-06-28 02:02:25,271 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 4:23:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 4.2509, loss: 4.2509 +2025-06-28 02:03:10,026 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 4:23:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 4.2481, loss: 4.2481 +2025-06-28 02:03:54,772 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 4:22:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 4.2422, loss: 4.2422 +2025-06-28 02:03:57,372 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-28 02:07:57,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:07:57,898 - pyskl - INFO - +top1_acc 0.6725 +top5_acc 0.9154 +2025-06-28 02:07:57,917 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.6725, top5_acc: 0.9154 +2025-06-28 02:09:04,837 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 4:22:52, time: 0.669, data_time: 0.223, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.0148, loss: 4.0148 +2025-06-28 02:09:49,580 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 4:22:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 4.0305, loss: 4.0305 +2025-06-28 02:10:34,307 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 4:21:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 4.1398, loss: 4.1398 +2025-06-28 02:11:19,053 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 4:20:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 4.0493, loss: 4.0493 +2025-06-28 02:12:03,883 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 4:19:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 4.1545, loss: 4.1545 +2025-06-28 02:12:48,728 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 4:18:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.0919, loss: 4.0919 +2025-06-28 02:13:33,586 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 4:18:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 4.1238, loss: 4.1238 +2025-06-28 02:14:18,444 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 4:17:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 4.1628, loss: 4.1628 +2025-06-28 02:15:03,202 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 4:16:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9506, loss_cls: 4.1693, loss: 4.1693 +2025-06-28 02:15:48,012 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 4:15:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 4.1127, loss: 4.1127 +2025-06-28 02:16:32,869 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 4:14:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9531, loss_cls: 4.2093, loss: 4.2093 +2025-06-28 02:17:17,705 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 4:14:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.1623, loss: 4.1623 +2025-06-28 02:18:02,601 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 4:13:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 4.0827, loss: 4.0827 +2025-06-28 02:18:47,472 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 4:12:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 4.1301, loss: 4.1301 +2025-06-28 02:19:32,284 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 4:11:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9513, loss_cls: 4.1486, loss: 4.1486 +2025-06-28 02:20:17,013 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 4:10:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 4.0329, loss: 4.0329 +2025-06-28 02:21:01,872 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 4:10:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 4.1462, loss: 4.1462 +2025-06-28 02:21:46,783 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 4:09:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 4.2133, loss: 4.2133 +2025-06-28 02:22:31,540 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 4:08:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 4.0698, loss: 4.0698 +2025-06-28 02:23:16,497 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 4:07:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.1074, loss: 4.1074 +2025-06-28 02:24:01,412 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 4:06:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.1454, loss: 4.1454 +2025-06-28 02:24:46,473 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 4:06:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 4.1944, loss: 4.1944 +2025-06-28 02:25:31,490 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 4:05:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9456, loss_cls: 4.2704, loss: 4.2704 +2025-06-28 02:26:16,272 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 4:04:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 4.1400, loss: 4.1400 +2025-06-28 02:27:01,034 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 4:03:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.1061, loss: 4.1061 +2025-06-28 02:27:45,834 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 4:02:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 4.1547, loss: 4.1547 +2025-06-28 02:28:30,771 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 4:02:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.1840, loss: 4.1840 +2025-06-28 02:29:15,711 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 4:01:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.1322, loss: 4.1322 +2025-06-28 02:30:00,550 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 4:00:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 4.1145, loss: 4.1145 +2025-06-28 02:30:45,422 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 3:59:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 3.9344, loss: 3.9344 +2025-06-28 02:31:30,344 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 3:59:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9450, loss_cls: 4.1315, loss: 4.1315 +2025-06-28 02:32:15,390 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 3:58:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 4.2066, loss: 4.2066 +2025-06-28 02:33:00,143 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 3:57:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.1541, loss: 4.1541 +2025-06-28 02:33:44,852 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 3:56:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.0840, loss: 4.0840 +2025-06-28 02:33:47,435 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-28 02:37:47,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:37:47,853 - pyskl - INFO - +top1_acc 0.7033 +top5_acc 0.9319 +2025-06-28 02:37:47,872 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7033, top5_acc: 0.9319 +2025-06-28 02:38:54,882 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 3:57:10, time: 0.670, data_time: 0.223, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.9993, loss: 3.9993 +2025-06-28 02:39:39,684 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 3:56:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 4.0338, loss: 4.0338 +2025-06-28 02:40:24,811 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 3:55:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 4.0992, loss: 4.0992 +2025-06-28 02:41:09,726 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 3:54:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 4.1043, loss: 4.1043 +2025-06-28 02:41:54,520 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 3:54:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9556, loss_cls: 4.0646, loss: 4.0646 +2025-06-28 02:42:39,242 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 3:53:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 4.0872, loss: 4.0872 +2025-06-28 02:43:23,987 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 3:52:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 4.1478, loss: 4.1478 +2025-06-28 02:44:08,677 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 3:51:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9394, loss_cls: 4.2019, loss: 4.2019 +2025-06-28 02:44:53,450 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 3:50:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.1895, loss: 4.1895 +2025-06-28 02:45:38,216 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 3:50:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.0814, loss: 4.0814 +2025-06-28 02:46:22,923 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 3:49:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 4.0528, loss: 4.0528 +2025-06-28 02:47:07,646 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 3:48:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 4.1331, loss: 4.1331 +2025-06-28 02:47:52,334 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 3:47:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9550, loss_cls: 4.1274, loss: 4.1274 +2025-06-28 02:48:37,034 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 3:46:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9563, loss_cls: 4.1771, loss: 4.1771 +2025-06-28 02:49:21,871 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 3:45:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 4.1651, loss: 4.1651 +2025-06-28 02:50:06,616 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 3:45:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 4.2353, loss: 4.2353 +2025-06-28 02:50:51,412 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 3:44:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 4.1732, loss: 4.1732 +2025-06-28 02:51:36,218 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 3:43:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 4.1147, loss: 4.1147 +2025-06-28 02:52:21,012 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 3:42:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 4.1448, loss: 4.1448 +2025-06-28 02:53:05,786 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 3:41:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 3.9983, loss: 3.9983 +2025-06-28 02:53:50,550 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 3:41:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 4.0317, loss: 4.0317 +2025-06-28 02:54:35,320 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 3:40:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 4.0169, loss: 4.0169 +2025-06-28 02:55:20,027 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 3:39:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 4.0448, loss: 4.0448 +2025-06-28 02:56:04,963 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 3:38:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.2086, loss: 4.2086 +2025-06-28 02:56:49,999 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 3:38:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 4.0784, loss: 4.0784 +2025-06-28 02:57:35,043 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 3:37:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 4.1023, loss: 4.1023 +2025-06-28 02:58:20,065 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 3:36:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 4.1432, loss: 4.1432 +2025-06-28 02:59:05,002 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 3:35:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 4.2182, loss: 4.2182 +2025-06-28 02:59:49,884 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 3:34:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.0580, loss: 4.0580 +2025-06-28 03:00:34,748 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 3:34:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 4.1407, loss: 4.1407 +2025-06-28 03:01:19,408 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 3:33:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 4.1026, loss: 4.1026 +2025-06-28 03:02:04,138 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 3:32:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.0443, loss: 4.0443 +2025-06-28 03:02:48,898 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 3:31:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9363, loss_cls: 4.1989, loss: 4.1989 +2025-06-28 03:03:33,550 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 3:30:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.0865, loss: 4.0865 +2025-06-28 03:03:36,096 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-28 03:22:47,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:22:48,084 - pyskl - INFO - +top1_acc 0.6866 +top5_acc 0.9169 +2025-06-28 03:22:48,105 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6866, top5_acc: 0.9169 +2025-06-28 03:23:54,827 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 3:31:21, time: 0.667, data_time: 0.220, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9785, loss: 3.9785 +2025-06-28 03:24:39,470 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 3:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 4.2009, loss: 4.2009 +2025-06-28 03:25:24,343 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 3:29:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 4.0274, loss: 4.0274 +2025-06-28 03:26:09,200 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 3:28:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.0281, loss: 4.0281 +2025-06-28 03:26:54,016 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 3:28:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9375, loss_cls: 4.0846, loss: 4.0846 +2025-06-28 03:27:38,714 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 3:27:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 3.9479, loss: 3.9479 +2025-06-28 03:28:23,430 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 3:26:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.9449, loss: 3.9449 +2025-06-28 03:29:08,053 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 3:25:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 4.1424, loss: 4.1424 +2025-06-28 03:29:52,972 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 3:24:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.2173, loss: 4.2173 +2025-06-28 03:30:37,710 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 3:24:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 4.1655, loss: 4.1655 +2025-06-28 03:31:22,389 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 3:23:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.1287, loss: 4.1287 +2025-06-28 03:32:07,180 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 3:22:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.0515, loss: 4.0515 +2025-06-28 03:32:51,819 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 3:21:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 4.0898, loss: 4.0898 +2025-06-28 03:33:36,163 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 3:20:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9387, loss_cls: 4.1758, loss: 4.1758 +2025-06-28 03:34:20,477 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 3:20:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 4.0194, loss: 4.0194 +2025-06-28 03:35:04,928 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 3:19:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.0154, loss: 4.0154 +2025-06-28 03:35:49,876 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 3:18:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.8113, loss: 3.8113 +2025-06-28 03:36:34,473 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 3:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 4.1732, loss: 4.1732 +2025-06-28 03:37:19,115 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 3:16:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.1505, loss: 4.1505 +2025-06-28 03:38:03,681 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 3:16:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 4.1358, loss: 4.1358 +2025-06-28 03:38:48,445 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 3:15:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 3.9961, loss: 3.9961 +2025-06-28 03:39:33,292 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 3:14:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 4.1014, loss: 4.1014 +2025-06-28 03:40:18,003 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 3:13:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 4.0434, loss: 4.0434 +2025-06-28 03:41:02,932 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 3:12:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 4.0923, loss: 4.0923 +2025-06-28 03:41:47,862 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 3:12:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 4.1768, loss: 4.1768 +2025-06-28 03:42:32,850 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 3:11:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9363, loss_cls: 4.1577, loss: 4.1577 +2025-06-28 03:43:17,722 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 3:10:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 4.0205, loss: 4.0205 +2025-06-28 03:44:02,425 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 3:09:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 4.1059, loss: 4.1059 +2025-06-28 03:44:47,369 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 3:08:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.9808, loss: 3.9808 +2025-06-28 03:45:32,102 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 3:08:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 4.0560, loss: 4.0560 +2025-06-28 03:46:17,081 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 3:07:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.2337, loss: 4.2337 +2025-06-28 03:47:01,897 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 3:06:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 4.0814, loss: 4.0814 +2025-06-28 03:47:46,650 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 3:05:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 4.1083, loss: 4.1083 +2025-06-28 03:48:31,363 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 3:04:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9669, loss_cls: 3.9984, loss: 3.9984 +2025-06-28 03:48:33,974 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-28 03:52:34,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:52:34,546 - pyskl - INFO - +top1_acc 0.7097 +top5_acc 0.9324 +2025-06-28 03:52:34,565 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7097, top5_acc: 0.9324 +2025-06-28 03:53:41,859 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 3:05:27, time: 0.673, data_time: 0.223, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 4.0679, loss: 4.0679 +2025-06-28 03:54:26,633 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 3:04:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9625, loss_cls: 3.9997, loss: 3.9997 +2025-06-28 03:55:11,427 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 3:03:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 4.0243, loss: 4.0243 +2025-06-28 03:55:56,196 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 3:03:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 4.0396, loss: 4.0396 +2025-06-28 03:56:41,027 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 3:02:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 3.9882, loss: 3.9882 +2025-06-28 03:57:25,891 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 3:01:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9456, loss_cls: 4.3541, loss: 4.3541 +2025-06-28 03:58:10,752 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 3:00:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1108, loss: 4.1108 +2025-06-28 03:58:55,510 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 2:59:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 3.9914, loss: 3.9914 +2025-06-28 03:59:40,287 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 2:59:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 3.9572, loss: 3.9572 +2025-06-28 04:00:25,219 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 2:58:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 4.1824, loss: 4.1824 +2025-06-28 04:01:10,006 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 2:57:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 4.0395, loss: 4.0395 +2025-06-28 04:01:54,766 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 2:56:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.0943, loss: 4.0943 +2025-06-28 04:02:39,706 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 2:55:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.0645, loss: 4.0645 +2025-06-28 04:03:24,472 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 2:55:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 4.1575, loss: 4.1575 +2025-06-28 04:04:09,342 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 2:54:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 4.0091, loss: 4.0091 +2025-06-28 04:04:54,361 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 2:53:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9375, loss_cls: 4.1025, loss: 4.1025 +2025-06-28 04:05:39,179 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 2:52:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 4.1688, loss: 4.1688 +2025-06-28 04:06:23,983 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 2:51:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.2876, loss: 4.2876 +2025-06-28 04:07:08,735 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 2:51:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 4.0753, loss: 4.0753 +2025-06-28 04:07:53,569 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 2:50:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 4.0028, loss: 4.0028 +2025-06-28 04:08:38,480 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 2:49:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 4.0375, loss: 4.0375 +2025-06-28 04:09:23,327 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 2:48:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 4.0388, loss: 4.0388 +2025-06-28 04:10:08,163 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 2:48:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 4.1511, loss: 4.1511 +2025-06-28 04:10:52,955 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 2:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9406, loss_cls: 4.0654, loss: 4.0654 +2025-06-28 04:11:37,715 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 2:46:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 4.0445, loss: 4.0445 +2025-06-28 04:12:22,687 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 2:45:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 4.2473, loss: 4.2473 +2025-06-28 04:13:07,544 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 2:44:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 4.1241, loss: 4.1241 +2025-06-28 04:13:52,289 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 2:44:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 4.1629, loss: 4.1629 +2025-06-28 04:14:37,067 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 2:43:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 4.0872, loss: 4.0872 +2025-06-28 04:15:21,857 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 2:42:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 4.0231, loss: 4.0231 +2025-06-28 04:16:06,629 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 2:41:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 3.9954, loss: 3.9954 +2025-06-28 04:16:51,547 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 2:40:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9375, loss_cls: 4.1825, loss: 4.1825 +2025-06-28 04:17:36,357 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 2:40:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 4.0225, loss: 4.0225 +2025-06-28 04:18:21,187 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 2:39:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 4.0563, loss: 4.0563 +2025-06-28 04:18:23,793 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-28 04:22:24,172 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:22:24,721 - pyskl - INFO - +top1_acc 0.6896 +top5_acc 0.9182 +2025-06-28 04:22:24,744 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.6896, top5_acc: 0.9182 +2025-06-28 04:23:31,971 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 2:39:43, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 3.9653, loss: 3.9653 +2025-06-28 04:24:16,928 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 2:38:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.9820, loss: 3.9820 +2025-06-28 04:25:01,857 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 2:38:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 4.0694, loss: 4.0694 +2025-06-28 04:25:46,722 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 2:37:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 4.0647, loss: 4.0647 +2025-06-28 04:26:31,756 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 2:36:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 3.9126, loss: 3.9126 +2025-06-28 04:27:16,605 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 2:35:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.9124, loss: 3.9124 +2025-06-28 04:28:01,308 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 2:34:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 3.9141, loss: 3.9141 +2025-06-28 04:28:46,074 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 2:34:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9587, loss_cls: 3.9243, loss: 3.9243 +2025-06-28 04:29:30,973 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 2:33:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9014, loss: 3.9014 +2025-06-28 04:30:15,907 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 2:32:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.9749, loss: 3.9749 +2025-06-28 04:31:00,775 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 2:31:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0119, loss: 4.0119 +2025-06-28 04:31:45,783 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 2:31:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9437, loss_cls: 4.0900, loss: 4.0900 +2025-06-28 04:32:30,498 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 2:30:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 4.1404, loss: 4.1404 +2025-06-28 04:33:15,358 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 2:29:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.0431, loss: 4.0431 +2025-06-28 04:34:00,161 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 2:28:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 4.1412, loss: 4.1412 +2025-06-28 04:34:45,013 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 2:27:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 4.0009, loss: 4.0009 +2025-06-28 04:35:29,829 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 2:27:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 4.0251, loss: 4.0251 +2025-06-28 04:36:14,616 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 2:26:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9425, loss_cls: 4.1735, loss: 4.1735 +2025-06-28 04:36:59,477 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 2:25:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 4.1393, loss: 4.1393 +2025-06-28 04:37:44,465 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 2:24:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9400, loss_cls: 4.1218, loss: 4.1218 +2025-06-28 04:38:29,358 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 2:23:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.0563, loss: 4.0563 +2025-06-28 04:39:14,219 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 2:23:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.9916, loss: 3.9916 +2025-06-28 04:39:58,955 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 2:22:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 4.1663, loss: 4.1663 +2025-06-28 04:40:43,766 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 2:21:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 3.9700, loss: 3.9700 +2025-06-28 04:41:28,644 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 2:20:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 3.9531, loss: 3.9531 +2025-06-28 04:42:13,475 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 2:19:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 4.1938, loss: 4.1938 +2025-06-28 04:42:58,397 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 2:19:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 4.1351, loss: 4.1351 +2025-06-28 04:43:43,210 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 2:18:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 3.9990, loss: 3.9990 +2025-06-28 04:44:28,088 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 2:17:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.1005, loss: 4.1005 +2025-06-28 04:45:12,828 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 2:16:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 4.0311, loss: 4.0311 +2025-06-28 04:45:57,556 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 2:16:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 3.9852, loss: 3.9852 +2025-06-28 04:46:42,322 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 2:15:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.8394, loss: 3.8394 +2025-06-28 04:47:27,213 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 2:14:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9337, loss_cls: 4.1835, loss: 4.1835 +2025-06-28 04:48:12,049 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 2:13:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 4.1175, loss: 4.1175 +2025-06-28 04:48:14,683 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-28 04:52:14,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:52:15,168 - pyskl - INFO - +top1_acc 0.7331 +top5_acc 0.9343 +2025-06-28 04:52:15,219 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_25.pth was removed +2025-06-28 04:52:16,216 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2025-06-28 04:52:16,217 - pyskl - INFO - Best top1_acc is 0.7331 at 33 epoch. +2025-06-28 04:52:16,237 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7331, top5_acc: 0.9343 +2025-06-28 04:53:23,456 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 2:14:01, time: 0.672, data_time: 0.224, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.9949, loss: 3.9949 +2025-06-28 04:54:08,156 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 2:13:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.8976, loss: 3.8976 +2025-06-28 04:54:52,831 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 2:12:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 3.9834, loss: 3.9834 +2025-06-28 04:55:37,496 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 2:11:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.9986, loss: 3.9986 +2025-06-28 04:56:22,085 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 2:10:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 4.0563, loss: 4.0563 +2025-06-28 04:57:06,762 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 2:10:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8645, loss: 3.8645 +2025-06-28 04:57:51,400 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 2:09:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 3.9446, loss: 3.9446 +2025-06-28 04:58:36,080 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 2:08:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 3.9813, loss: 3.9813 +2025-06-28 04:59:20,789 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 2:07:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 4.0716, loss: 4.0716 +2025-06-28 05:00:05,871 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 2:06:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 4.0464, loss: 4.0464 +2025-06-28 05:00:50,679 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 2:06:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 4.0986, loss: 4.0986 +2025-06-28 05:01:35,450 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 2:05:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 4.2107, loss: 4.2107 +2025-06-28 05:02:20,184 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 2:04:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.8983, loss: 3.8983 +2025-06-28 05:03:04,970 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 2:03:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 4.0291, loss: 4.0291 +2025-06-28 05:03:49,834 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 2:02:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 4.1315, loss: 4.1315 +2025-06-28 05:04:34,642 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 2:02:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 4.1943, loss: 4.1943 +2025-06-28 05:05:19,474 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 2:01:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 4.0949, loss: 4.0949 +2025-06-28 05:06:04,277 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 2:00:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9531, loss_cls: 4.0056, loss: 4.0056 +2025-06-28 05:06:49,103 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 1:59:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 4.0988, loss: 4.0988 +2025-06-28 05:07:34,021 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 1:58:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9481, loss_cls: 4.0149, loss: 4.0149 +2025-06-28 05:08:18,996 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 1:58:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 4.1402, loss: 4.1402 +2025-06-28 05:09:03,899 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 1:57:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 4.0554, loss: 4.0554 +2025-06-28 05:09:48,736 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 1:56:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 4.0129, loss: 4.0129 +2025-06-28 05:10:33,629 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 1:55:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 4.0901, loss: 4.0901 +2025-06-28 05:11:18,528 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 1:55:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 4.1101, loss: 4.1101 +2025-06-28 05:12:03,351 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 1:54:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.8704, loss: 3.8704 +2025-06-28 05:12:47,802 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 1:53:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 4.0934, loss: 4.0934 +2025-06-28 05:13:32,780 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 1:52:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 4.0956, loss: 4.0956 +2025-06-28 05:14:17,945 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 1:51:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 4.1014, loss: 4.1014 +2025-06-28 05:15:02,876 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 1:51:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 4.0437, loss: 4.0437 +2025-06-28 05:15:47,748 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 1:50:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 4.0508, loss: 4.0508 +2025-06-28 05:16:32,517 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 1:49:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 4.1522, loss: 4.1522 +2025-06-28 05:17:17,324 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 1:48:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 3.9575, loss: 3.9575 +2025-06-28 05:18:02,098 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 1:47:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.1432, loss: 4.1432 +2025-06-28 05:18:04,700 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-28 05:22:01,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:22:02,339 - pyskl - INFO - +top1_acc 0.7126 +top5_acc 0.9232 +2025-06-28 05:22:02,361 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7126, top5_acc: 0.9232 +2025-06-28 05:23:09,259 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 1:48:13, time: 0.669, data_time: 0.223, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9613, loss_cls: 3.9658, loss: 3.9658 +2025-06-28 05:23:53,976 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 1:47:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 3.9655, loss: 3.9655 +2025-06-28 05:24:38,739 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 1:46:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.9063, loss: 3.9063 +2025-06-28 05:25:23,501 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 1:45:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 3.9974, loss: 3.9974 +2025-06-28 05:26:08,264 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 1:45:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 4.1495, loss: 4.1495 +2025-06-28 05:26:52,991 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 1:44:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 4.0941, loss: 4.0941 +2025-06-28 05:27:38,003 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 1:43:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 4.0126, loss: 4.0126 +2025-06-28 05:28:22,560 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 1:42:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.0344, loss: 4.0344 +2025-06-28 05:29:07,104 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 1:41:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 4.0089, loss: 4.0089 +2025-06-28 05:29:51,421 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 1:41:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 3.9333, loss: 3.9333 +2025-06-28 05:30:35,964 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 1:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9600, loss_cls: 4.0301, loss: 4.0301 +2025-06-28 05:31:20,554 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 1:39:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 4.0378, loss: 4.0378 +2025-06-28 05:32:05,243 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 1:38:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 3.9772, loss: 3.9772 +2025-06-28 05:32:49,908 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 1:37:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.0796, loss: 4.0796 +2025-06-28 05:33:34,583 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 1:37:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.9895, loss: 3.9895 +2025-06-28 05:34:19,238 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 1:36:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.0514, loss: 4.0514 +2025-06-28 05:35:03,878 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 1:35:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 4.0215, loss: 4.0215 +2025-06-28 05:35:48,516 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 1:34:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0383, loss: 4.0383 +2025-06-28 05:36:33,267 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 1:33:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 4.0698, loss: 4.0698 +2025-06-28 05:37:18,103 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 1:33:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 4.1750, loss: 4.1750 +2025-06-28 05:38:02,840 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 1:32:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 4.1156, loss: 4.1156 +2025-06-28 05:38:47,409 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 1:31:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 4.0917, loss: 4.0917 +2025-06-28 05:39:32,008 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 1:30:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 4.0127, loss: 4.0127 +2025-06-28 05:40:16,722 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 1:29:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 4.0249, loss: 4.0249 +2025-06-28 05:41:01,335 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 1:29:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.1991, loss: 4.1991 +2025-06-28 05:41:45,888 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 1:28:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 4.1294, loss: 4.1294 +2025-06-28 05:42:30,442 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 1:27:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9800, loss: 3.9800 +2025-06-28 05:43:14,824 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 1:26:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.1054, loss: 4.1054 +2025-06-28 05:43:59,399 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 1:25:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.1443, loss: 4.1443 +2025-06-28 05:44:44,048 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 1:25:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 3.9650, loss: 3.9650 +2025-06-28 05:45:28,592 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 1:24:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 3.9837, loss: 3.9837 +2025-06-28 05:46:13,214 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 1:23:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 4.0979, loss: 4.0979 +2025-06-28 05:46:58,280 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 1:22:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.1042, loss: 4.1042 +2025-06-28 05:47:43,497 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 1:21:56, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 4.0248, loss: 4.0248 +2025-06-28 05:47:46,129 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-28 06:07:22,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:07:22,736 - pyskl - INFO - +top1_acc 0.7244 +top5_acc 0.9370 +2025-06-28 06:07:22,759 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7244, top5_acc: 0.9370 +2025-06-28 06:08:30,219 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 1:22:13, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 3.8409, loss: 3.8409 +2025-06-28 06:09:14,980 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 1:21:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.8947, loss: 3.8947 +2025-06-28 06:09:59,692 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 1:20:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.9552, loss: 3.9552 +2025-06-28 06:10:44,495 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 1:19:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 3.9787, loss: 3.9787 +2025-06-28 06:11:29,150 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 1:19:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 4.0825, loss: 4.0825 +2025-06-28 06:12:13,835 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 1:18:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 4.0101, loss: 4.0101 +2025-06-28 06:12:58,583 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 1:17:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 3.9693, loss: 3.9693 +2025-06-28 06:13:43,282 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 1:16:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 4.0143, loss: 4.0143 +2025-06-28 06:14:28,031 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 1:15:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.9649, loss: 3.9649 +2025-06-28 06:15:12,751 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 1:15:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.8464, loss: 3.8464 +2025-06-28 06:15:57,367 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 1:14:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9587, loss_cls: 3.9875, loss: 3.9875 +2025-06-28 06:16:41,919 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 1:13:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 4.1159, loss: 4.1159 +2025-06-28 06:17:26,663 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 1:12:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 3.9468, loss: 3.9468 +2025-06-28 06:18:11,243 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 1:11:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 3.9764, loss: 3.9764 +2025-06-28 06:18:55,855 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 1:11:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 4.0614, loss: 4.0614 +2025-06-28 06:19:40,441 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 1:10:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.0338, loss: 4.0338 +2025-06-28 06:20:25,048 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 1:09:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.8700, loss: 3.8700 +2025-06-28 06:21:09,857 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 1:08:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 4.1338, loss: 4.1338 +2025-06-28 06:21:54,609 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 1:07:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 4.0987, loss: 4.0987 +2025-06-28 06:22:39,384 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 1:07:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 4.0374, loss: 4.0374 +2025-06-28 06:23:24,139 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 1:06:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0247, loss: 4.0247 +2025-06-28 06:24:08,911 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 1:05:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 3.9752, loss: 3.9752 +2025-06-28 06:24:53,587 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 1:04:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 4.0145, loss: 4.0145 +2025-06-28 06:25:38,425 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 1:03:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.0490, loss: 4.0490 +2025-06-28 06:26:23,362 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 1:03:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 4.0350, loss: 4.0350 +2025-06-28 06:27:08,122 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 1:02:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9469, loss_cls: 3.9827, loss: 3.9827 +2025-06-28 06:27:52,877 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 1:01:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 3.9673, loss: 3.9673 +2025-06-28 06:28:37,592 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 1:00:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 4.1985, loss: 4.1985 +2025-06-28 06:29:22,225 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 1:00:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 3.8779, loss: 3.8779 +2025-06-28 06:30:06,912 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 0:59:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 4.1319, loss: 4.1319 +2025-06-28 06:30:51,512 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 0:58:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 4.0546, loss: 4.0546 +2025-06-28 06:31:36,136 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 0:57:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 4.0882, loss: 4.0882 +2025-06-28 06:32:20,636 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 0:56:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 4.0068, loss: 4.0068 +2025-06-28 06:33:05,260 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 0:56:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9369, loss_cls: 4.1442, loss: 4.1442 +2025-06-28 06:33:07,854 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-28 06:37:07,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:37:08,246 - pyskl - INFO - +top1_acc 0.7221 +top5_acc 0.9270 +2025-06-28 06:37:08,265 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7221, top5_acc: 0.9270 +2025-06-28 06:38:15,759 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 0:56:16, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 3.9525, loss: 3.9525 +2025-06-28 06:39:00,392 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 0:55:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.9621, loss: 3.9621 +2025-06-28 06:39:45,198 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 0:54:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.9567, loss: 3.9567 +2025-06-28 06:40:29,940 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 0:53:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 4.0936, loss: 4.0936 +2025-06-28 06:41:14,501 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 0:53:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 4.0511, loss: 4.0511 +2025-06-28 06:41:59,225 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 0:52:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 4.0598, loss: 4.0598 +2025-06-28 06:42:43,874 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 0:51:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 3.9320, loss: 3.9320 +2025-06-28 06:43:28,561 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 0:50:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 3.9574, loss: 3.9574 +2025-06-28 06:44:13,291 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 0:49:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 3.9961, loss: 3.9961 +2025-06-28 06:44:58,028 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 0:49:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 4.0324, loss: 4.0324 +2025-06-28 06:45:42,735 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 0:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 4.0895, loss: 4.0895 +2025-06-28 06:46:27,566 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 0:47:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.8869, loss: 3.8869 +2025-06-28 06:47:12,684 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 0:46:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.1522, loss: 4.1522 +2025-06-28 06:47:57,629 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 0:46:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9406, loss_cls: 4.1377, loss: 4.1377 +2025-06-28 06:48:42,299 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 0:45:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 3.9202, loss: 3.9202 +2025-06-28 06:49:27,111 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 0:44:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.9414, loss: 3.9414 +2025-06-28 06:50:11,817 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 0:43:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.9008, loss: 3.9008 +2025-06-28 06:50:56,874 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 0:42:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 3.9737, loss: 3.9737 +2025-06-28 06:51:42,065 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 0:42:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 4.1136, loss: 4.1136 +2025-06-28 06:52:27,133 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 0:41:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 3.9956, loss: 3.9956 +2025-06-28 06:53:12,170 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 0:40:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 3.9676, loss: 3.9676 +2025-06-28 06:53:56,996 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 0:39:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.9648, loss: 3.9648 +2025-06-28 06:54:42,173 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 0:38:59, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 3.9775, loss: 3.9775 +2025-06-28 06:55:27,358 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 0:38:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 4.0452, loss: 4.0452 +2025-06-28 06:56:12,320 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 0:37:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 3.9561, loss: 3.9561 +2025-06-28 06:56:57,246 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 0:36:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 4.0027, loss: 4.0027 +2025-06-28 06:57:42,159 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 0:35:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 4.0231, loss: 4.0231 +2025-06-28 06:58:26,963 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 0:35:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.1716, loss: 4.1716 +2025-06-28 06:59:11,722 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 0:34:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 3.9948, loss: 3.9948 +2025-06-28 06:59:56,622 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 0:33:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.9465, loss: 3.9465 +2025-06-28 07:00:41,553 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 0:32:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 3.9262, loss: 3.9262 +2025-06-28 07:01:26,490 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 0:31:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 4.0286, loss: 4.0286 +2025-06-28 07:02:11,385 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 0:31:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.0330, loss: 4.0330 +2025-06-28 07:02:56,237 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 0:30:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 3.9901, loss: 3.9901 +2025-06-28 07:02:58,821 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-28 07:06:58,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:06:59,191 - pyskl - INFO - +top1_acc 0.7026 +top5_acc 0.9276 +2025-06-28 07:06:59,211 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7026, top5_acc: 0.9276 +2025-06-28 07:08:06,052 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 0:30:35, time: 0.668, data_time: 0.222, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.8773, loss: 3.8773 +2025-06-28 07:08:50,951 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 0:29:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.9207, loss: 3.9207 +2025-06-28 07:09:35,885 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 0:29:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 4.0188, loss: 4.0188 +2025-06-28 07:10:20,661 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 0:28:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.9330, loss: 3.9330 +2025-06-28 07:11:05,395 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 0:27:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 3.9720, loss: 3.9720 +2025-06-28 07:11:50,155 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 0:26:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 4.0430, loss: 4.0430 +2025-06-28 07:12:34,894 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 0:25:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.9754, loss: 3.9754 +2025-06-28 07:13:19,681 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 0:25:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 3.9068, loss: 3.9068 +2025-06-28 07:14:04,460 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 0:24:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 3.9906, loss: 3.9906 +2025-06-28 07:14:49,220 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 0:23:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9231, loss: 3.9231 +2025-06-28 07:15:33,921 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 0:22:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.9837, loss: 3.9837 +2025-06-28 07:16:18,680 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 0:21:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 4.0042, loss: 4.0042 +2025-06-28 07:17:03,413 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 0:21:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.9970, loss: 3.9970 +2025-06-28 07:17:48,199 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 0:20:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 4.0171, loss: 4.0171 +2025-06-28 07:18:32,981 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 0:19:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.9504, loss: 3.9504 +2025-06-28 07:19:17,777 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 0:18:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.0014, loss: 4.0014 +2025-06-28 07:20:02,575 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 0:17:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 3.8845, loss: 3.8845 +2025-06-28 07:20:47,507 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 0:17:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 3.9976, loss: 3.9976 +2025-06-28 07:21:32,520 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 0:16:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 3.9648, loss: 3.9648 +2025-06-28 07:22:17,554 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 0:15:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 3.8523, loss: 3.8523 +2025-06-28 07:23:02,527 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 0:14:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9556, loss_cls: 4.0176, loss: 4.0176 +2025-06-28 07:23:47,440 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 0:14:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 4.0116, loss: 4.0116 +2025-06-28 07:24:32,299 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 0:13:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9475, loss_cls: 3.9902, loss: 3.9902 +2025-06-28 07:25:17,153 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 0:12:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 4.0546, loss: 4.0546 +2025-06-28 07:26:01,937 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 0:11:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 4.2368, loss: 4.2368 +2025-06-28 07:26:46,740 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 0:10:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 4.0746, loss: 4.0746 +2025-06-28 07:27:31,520 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 0:10:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 4.0118, loss: 4.0118 +2025-06-28 07:28:16,505 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 0:09:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 3.9889, loss: 3.9889 +2025-06-28 07:29:01,371 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 0:08:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.0283, loss: 4.0283 +2025-06-28 07:29:46,164 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 0:07:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.9316, loss: 3.9316 +2025-06-28 07:30:31,254 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 0:07:04, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.8631, loss: 3.8631 +2025-06-28 07:31:16,065 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 0:06:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 4.0736, loss: 4.0736 +2025-06-28 07:32:00,841 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 0:05:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 4.0179, loss: 4.0179 +2025-06-28 07:32:45,555 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 0:04:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 4.0243, loss: 4.0243 +2025-06-28 07:32:48,151 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-28 07:36:47,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:36:48,491 - pyskl - INFO - +top1_acc 0.7163 +top5_acc 0.9330 +2025-06-28 07:36:48,509 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7163, top5_acc: 0.9330 +2025-06-28 07:37:55,672 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 0:04:52, time: 0.672, data_time: 0.221, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 3.9315, loss: 3.9315 +2025-06-28 07:38:40,598 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 0:04:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 3.8400, loss: 3.8400 +2025-06-28 07:39:25,436 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 0:03:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 3.9950, loss: 3.9950 +2025-06-28 07:40:10,301 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 0:02:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 3.9871, loss: 3.9871 +2025-06-28 07:40:55,037 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 0:01:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9858, loss: 3.9858 +2025-06-28 07:41:39,866 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 0:00:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8881, loss: 3.8881 +2025-06-28 07:42:24,621 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 0:00:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.8836, loss: 3.8836 +2025-06-28 07:43:09,489 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 23:59:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.8644, loss: 3.8644 +2025-06-28 07:43:54,509 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 23:58:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.0537, loss: 4.0537 +2025-06-28 07:44:39,355 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 23:57:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 4.0110, loss: 4.0110 +2025-06-28 07:45:24,231 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 23:57:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.9552, loss: 3.9552 +2025-06-28 07:46:09,103 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 23:56:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 3.9746, loss: 3.9746 +2025-06-28 07:46:53,738 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 23:55:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 3.8987, loss: 3.8987 +2025-06-28 07:47:38,561 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 23:54:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 4.0030, loss: 4.0030 +2025-06-28 07:48:23,384 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 23:53:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 3.9830, loss: 3.9830 +2025-06-28 07:49:08,335 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 23:53:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 4.0167, loss: 4.0167 +2025-06-28 07:49:53,395 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 23:52:20, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 3.9742, loss: 3.9742 +2025-06-28 07:50:38,220 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 23:51:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.9565, loss: 3.9565 +2025-06-28 07:51:23,144 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 23:50:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 4.0890, loss: 4.0890 +2025-06-28 07:52:08,022 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 23:49:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.9614, loss: 3.9614 +2025-06-28 07:52:52,779 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 23:49:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.9801, loss: 3.9801 +2025-06-28 07:53:37,670 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 23:48:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9650, loss_cls: 3.9559, loss: 3.9559 +2025-06-28 07:54:22,491 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 23:47:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 3.9986, loss: 3.9986 +2025-06-28 07:55:07,383 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 23:46:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 4.0031, loss: 4.0031 +2025-06-28 07:55:52,213 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 23:46:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 4.0143, loss: 4.0143 +2025-06-28 07:56:36,981 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 23:45:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 3.9671, loss: 3.9671 +2025-06-28 07:57:21,919 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 23:44:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.1020, loss: 4.1020 +2025-06-28 07:58:06,800 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 23:43:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 3.9914, loss: 3.9914 +2025-06-28 07:58:51,627 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 23:42:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 4.1084, loss: 4.1084 +2025-06-28 07:59:36,333 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 23:42:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 3.9523, loss: 3.9523 +2025-06-28 08:00:21,096 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 23:41:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 3.9871, loss: 3.9871 +2025-06-28 08:01:05,916 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 23:40:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 3.9927, loss: 3.9927 +2025-06-28 08:01:50,726 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 23:39:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.9565, loss: 3.9565 +2025-06-28 08:02:35,450 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 23:39:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 4.0424, loss: 4.0424 +2025-06-28 08:02:38,055 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-28 08:06:38,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:06:38,676 - pyskl - INFO - +top1_acc 0.7097 +top5_acc 0.9295 +2025-06-28 08:06:38,694 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7097, top5_acc: 0.9295 +2025-06-28 08:07:45,810 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 23:39:09, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8295, loss: 3.8295 +2025-06-28 08:08:30,557 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 23:38:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.8497, loss: 3.8497 +2025-06-28 08:09:15,458 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 23:37:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.9284, loss: 3.9284 +2025-06-28 08:10:00,123 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 23:36:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.8749, loss: 3.8749 +2025-06-28 08:10:44,835 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 23:36:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9587, loss_cls: 3.9396, loss: 3.9396 +2025-06-28 08:11:29,800 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 23:35:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.9420, loss: 3.9420 +2025-06-28 08:12:14,419 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 23:34:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 4.0197, loss: 4.0197 +2025-06-28 08:12:59,211 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 23:33:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.0334, loss: 4.0334 +2025-06-28 08:13:43,971 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 23:32:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.9395, loss: 3.9395 +2025-06-28 08:14:28,674 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 23:32:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 4.0122, loss: 4.0122 +2025-06-28 08:15:13,543 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 23:31:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.9257, loss: 3.9257 +2025-06-28 08:15:58,179 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 23:30:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 4.0162, loss: 4.0162 +2025-06-28 08:16:42,819 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 23:29:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 3.9746, loss: 3.9746 +2025-06-28 08:17:27,413 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 23:28:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 4.0058, loss: 4.0058 +2025-06-28 08:18:11,943 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 23:28:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 3.9809, loss: 3.9809 +2025-06-28 08:18:56,692 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 23:27:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 3.8877, loss: 3.8877 +2025-06-28 08:19:41,404 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 23:26:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 4.0448, loss: 4.0448 +2025-06-28 08:20:26,131 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 23:25:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.0151, loss: 4.0151 +2025-06-28 08:21:10,758 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 23:24:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.0073, loss: 4.0073 +2025-06-28 08:21:55,417 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 23:24:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 4.0161, loss: 4.0161 +2025-06-28 08:22:39,994 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 23:23:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 3.9682, loss: 3.9682 +2025-06-28 08:23:24,630 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 23:22:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 4.0417, loss: 4.0417 +2025-06-28 08:24:09,284 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 23:21:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 3.9822, loss: 3.9822 +2025-06-28 08:24:53,963 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 23:21:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.8394, loss: 3.8394 +2025-06-28 08:25:38,680 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 23:20:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 3.9618, loss: 3.9618 +2025-06-28 08:26:23,270 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 23:19:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 4.0152, loss: 4.0152 +2025-06-28 08:27:07,989 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 23:18:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 3.8718, loss: 3.8718 +2025-06-28 08:27:52,583 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 23:17:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.9854, loss: 3.9854 +2025-06-28 08:28:37,142 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 23:17:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.0685, loss: 4.0685 +2025-06-28 08:29:21,709 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 23:16:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 3.9727, loss: 3.9727 +2025-06-28 08:30:06,441 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 23:15:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 3.9707, loss: 3.9707 +2025-06-28 08:30:51,052 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 23:14:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 3.8761, loss: 3.8761 +2025-06-28 08:31:35,813 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 23:13:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.8212, loss: 3.8212 +2025-06-28 08:32:20,912 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 23:13:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 3.9271, loss: 3.9271 +2025-06-28 08:32:23,532 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-28 08:50:44,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:50:45,126 - pyskl - INFO - +top1_acc 0.7000 +top5_acc 0.9269 +2025-06-28 08:50:45,149 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7000, top5_acc: 0.9269 +2025-06-28 08:51:52,195 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 23:13:12, time: 0.670, data_time: 0.222, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 3.8498, loss: 3.8498 +2025-06-28 08:52:36,977 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 23:12:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.7771, loss: 3.7771 +2025-06-28 08:53:21,868 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 23:11:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9481, loss_cls: 3.7885, loss: 3.7885 +2025-06-28 08:54:06,689 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 23:10:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.9085, loss: 3.9085 +2025-06-28 08:54:51,533 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 23:10:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.9874, loss: 3.9874 +2025-06-28 08:55:36,323 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 23:09:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 3.9723, loss: 3.9723 +2025-06-28 08:56:21,080 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 23:08:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 3.9461, loss: 3.9461 +2025-06-28 08:57:05,862 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 23:07:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.9089, loss: 3.9089 +2025-06-28 08:57:50,651 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 23:06:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9463, loss_cls: 3.8946, loss: 3.8946 +2025-06-28 08:58:35,389 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 23:06:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.9138, loss: 3.9138 +2025-06-28 08:59:20,122 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 23:05:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 3.9576, loss: 3.9576 +2025-06-28 09:00:04,945 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 23:04:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 3.9092, loss: 3.9092 +2025-06-28 09:00:49,720 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 23:03:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 3.9026, loss: 3.9026 +2025-06-28 09:01:34,380 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 23:03:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 4.0113, loss: 4.0113 +2025-06-28 09:02:19,322 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 23:02:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 3.9653, loss: 3.9653 +2025-06-28 09:03:04,134 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 23:01:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 4.0064, loss: 4.0064 +2025-06-28 09:03:48,974 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 23:00:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.9180, loss: 3.9180 +2025-06-28 09:04:34,068 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 22:59:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 3.9903, loss: 3.9903 +2025-06-28 09:05:18,940 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 22:59:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9637, loss_cls: 4.0753, loss: 4.0753 +2025-06-28 09:06:03,715 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 22:58:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 3.9562, loss: 3.9562 +2025-06-28 09:06:48,599 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 22:57:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 4.0226, loss: 4.0226 +2025-06-28 09:07:33,534 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 22:56:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 3.8559, loss: 3.8559 +2025-06-28 09:08:18,661 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 22:56:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 3.9127, loss: 3.9127 +2025-06-28 09:09:03,525 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 22:55:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 3.8974, loss: 3.8974 +2025-06-28 09:09:48,281 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 22:54:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.7332, loss: 3.7332 +2025-06-28 09:10:33,016 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 22:53:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 4.1223, loss: 4.1223 +2025-06-28 09:11:17,774 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 22:52:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 3.9861, loss: 3.9861 +2025-06-28 09:12:02,471 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 22:52:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 3.9436, loss: 3.9436 +2025-06-28 09:12:47,274 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 22:51:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.8424, loss: 3.8424 +2025-06-28 09:13:32,028 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 22:50:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 3.9773, loss: 3.9773 +2025-06-28 09:14:16,741 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 22:49:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.8604, loss: 3.8604 +2025-06-28 09:15:01,481 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 22:48:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 3.9337, loss: 3.9337 +2025-06-28 09:15:46,228 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 22:48:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.9361, loss: 3.9361 +2025-06-28 09:16:30,994 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 22:47:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 4.0405, loss: 4.0405 +2025-06-28 09:16:33,563 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-28 09:20:33,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:20:33,955 - pyskl - INFO - +top1_acc 0.6831 +top5_acc 0.9176 +2025-06-28 09:20:33,977 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.6831, top5_acc: 0.9176 +2025-06-28 09:21:41,400 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 22:47:28, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8685, loss: 3.8685 +2025-06-28 09:22:26,184 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 22:46:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 3.8465, loss: 3.8465 +2025-06-28 09:23:11,358 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 22:45:55, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.8448, loss: 3.8448 +2025-06-28 09:23:56,217 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 22:45:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.9233, loss: 3.9233 +2025-06-28 09:24:41,039 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 22:44:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.8216, loss: 3.8216 +2025-06-28 09:25:25,886 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 22:43:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 3.9289, loss: 3.9289 +2025-06-28 09:26:10,672 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 22:42:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.9495, loss: 3.9495 +2025-06-28 09:26:55,506 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 22:42:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.8755, loss: 3.8755 +2025-06-28 09:27:40,325 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 22:41:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.8512, loss: 3.8512 +2025-06-28 09:28:25,118 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 22:40:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.8372, loss: 3.8372 +2025-06-28 09:29:10,002 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 22:39:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.9010, loss: 3.9010 +2025-06-28 09:29:55,172 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 22:38:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9394, loss_cls: 3.9996, loss: 3.9996 +2025-06-28 09:30:40,097 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 22:38:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 3.8818, loss: 3.8818 +2025-06-28 09:31:24,955 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 22:37:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.9411, loss: 3.9411 +2025-06-28 09:32:09,855 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 22:36:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.9261, loss: 3.9261 +2025-06-28 09:32:54,621 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 22:35:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 4.0172, loss: 4.0172 +2025-06-28 09:33:39,569 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 22:35:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 4.0128, loss: 4.0128 +2025-06-28 09:34:24,382 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 22:34:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.9314, loss: 3.9314 +2025-06-28 09:35:09,211 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 22:33:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 3.9747, loss: 3.9747 +2025-06-28 09:35:54,043 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 22:32:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 3.9746, loss: 3.9746 +2025-06-28 09:36:38,893 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 22:31:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.9867, loss: 3.9867 +2025-06-28 09:37:23,740 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 22:31:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 4.0543, loss: 4.0543 +2025-06-28 09:38:08,631 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 22:30:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 3.9341, loss: 3.9341 +2025-06-28 09:38:53,550 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 22:29:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.8661, loss: 3.8661 +2025-06-28 09:39:38,339 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 22:28:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9669, loss_cls: 3.7931, loss: 3.7931 +2025-06-28 09:40:23,302 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 22:27:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.8447, loss: 3.8447 +2025-06-28 09:41:08,159 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 22:27:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 4.0337, loss: 4.0337 +2025-06-28 09:41:53,071 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 22:26:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.8743, loss: 3.8743 +2025-06-28 09:42:37,922 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 22:25:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 3.9398, loss: 3.9398 +2025-06-28 09:43:22,666 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 22:24:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 4.0234, loss: 4.0234 +2025-06-28 09:44:07,574 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 22:24:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 3.8846, loss: 3.8846 +2025-06-28 09:44:52,497 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 22:23:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.8832, loss: 3.8832 +2025-06-28 09:45:37,354 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 22:22:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 3.8996, loss: 3.8996 +2025-06-28 09:46:22,200 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 22:21:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 4.0257, loss: 4.0257 +2025-06-28 09:46:24,826 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-28 09:50:22,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:50:23,355 - pyskl - INFO - +top1_acc 0.7200 +top5_acc 0.9383 +2025-06-28 09:50:23,377 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7200, top5_acc: 0.9383 +2025-06-28 09:51:30,565 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 22:21:47, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 4.0321, loss: 4.0321 +2025-06-28 09:52:15,292 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 22:21:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8522, loss: 3.8522 +2025-06-28 09:53:00,007 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 22:20:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.9696, loss: 3.9696 +2025-06-28 09:53:44,764 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 22:19:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 3.8791, loss: 3.8791 +2025-06-28 09:54:29,550 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 22:18:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.8874, loss: 3.8874 +2025-06-28 09:55:14,304 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 22:17:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.9363, loss: 3.9363 +2025-06-28 09:55:59,039 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 22:17:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.7782, loss: 3.7782 +2025-06-28 09:56:43,776 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 22:16:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.7353, loss: 3.7353 +2025-06-28 09:57:28,506 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 22:15:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.9384, loss: 3.9384 +2025-06-28 09:58:13,159 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 22:14:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 4.0033, loss: 4.0033 +2025-06-28 09:58:58,029 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 22:13:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8762, loss: 3.8762 +2025-06-28 09:59:42,853 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 22:13:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 3.8332, loss: 3.8332 +2025-06-28 10:00:27,625 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 22:12:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.7854, loss: 3.7854 +2025-06-28 10:01:12,211 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 22:11:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 3.9345, loss: 3.9345 +2025-06-28 10:01:56,878 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 22:10:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 3.8512, loss: 3.8512 +2025-06-28 10:02:41,616 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 22:10:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 3.9481, loss: 3.9481 +2025-06-28 10:03:26,637 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 22:09:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.8071, loss: 3.8071 +2025-06-28 10:04:11,326 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 22:08:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 3.8960, loss: 3.8960 +2025-06-28 10:04:56,003 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 22:07:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 3.9177, loss: 3.9177 +2025-06-28 10:05:40,591 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 22:06:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 3.9582, loss: 3.9582 +2025-06-28 10:06:25,164 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 22:06:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.9623, loss: 3.9623 +2025-06-28 10:07:10,073 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 22:05:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 3.9455, loss: 3.9455 +2025-06-28 10:07:55,057 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 22:04:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 4.0250, loss: 4.0250 +2025-06-28 10:08:39,732 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 22:03:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.8704, loss: 3.8704 +2025-06-28 10:09:24,442 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 22:02:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 4.0351, loss: 4.0351 +2025-06-28 10:10:09,133 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 22:02:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.9945, loss: 3.9945 +2025-06-28 10:10:53,812 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 22:01:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 3.9485, loss: 3.9485 +2025-06-28 10:11:38,514 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 22:00:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.9597, loss: 3.9597 +2025-06-28 10:12:23,177 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 21:59:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.8423, loss: 3.8423 +2025-06-28 10:13:07,739 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 21:59:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 3.9753, loss: 3.9753 +2025-06-28 10:13:52,303 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 21:58:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.8674, loss: 3.8674 +2025-06-28 10:14:36,931 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 21:57:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.8815, loss: 3.8815 +2025-06-28 10:15:21,512 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 21:56:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 4.0018, loss: 4.0018 +2025-06-28 10:16:06,050 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 21:55:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 3.9674, loss: 3.9674 +2025-06-28 10:16:08,707 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-28 10:20:08,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:20:09,128 - pyskl - INFO - +top1_acc 0.7214 +top5_acc 0.9340 +2025-06-28 10:20:09,148 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7214, top5_acc: 0.9340 +2025-06-28 10:21:16,268 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 21:55:53, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.9309, loss: 3.9309 +2025-06-28 10:22:00,987 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 21:55:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.7421, loss: 3.7421 +2025-06-28 10:22:45,958 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 21:54:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 3.8120, loss: 3.8120 +2025-06-28 10:23:30,724 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 21:53:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 3.8898, loss: 3.8898 +2025-06-28 10:24:15,524 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 21:52:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 3.9994, loss: 3.9994 +2025-06-28 10:25:00,200 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 21:51:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.8413, loss: 3.8413 +2025-06-28 10:25:44,957 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 21:51:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 3.8259, loss: 3.8259 +2025-06-28 10:26:29,798 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 21:50:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9513, loss_cls: 3.7918, loss: 3.7918 +2025-06-28 10:27:14,429 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 21:49:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9329, loss: 3.9329 +2025-06-28 10:27:59,135 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 21:48:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 3.9292, loss: 3.9292 +2025-06-28 10:28:43,991 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 21:48:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.8487, loss: 3.8487 +2025-06-28 10:29:28,995 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 21:47:18, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 3.9608, loss: 3.9608 +2025-06-28 10:30:13,502 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 21:46:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9571, loss: 3.9571 +2025-06-28 10:30:57,853 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 21:45:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.8578, loss: 3.8578 +2025-06-28 10:31:42,207 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 21:44:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 3.9534, loss: 3.9534 +2025-06-28 10:32:26,819 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 21:44:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.9360, loss: 3.9360 +2025-06-28 10:33:12,002 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 21:43:21, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.9381, loss: 3.9381 +2025-06-28 10:33:56,807 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 21:42:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8701, loss: 3.8701 +2025-06-28 10:34:41,586 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 21:41:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.9950, loss: 3.9950 +2025-06-28 10:35:26,339 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 21:41:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 3.9624, loss: 3.9624 +2025-06-28 10:36:11,061 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 21:40:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.9106, loss: 3.9106 +2025-06-28 10:36:55,731 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 21:39:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 3.8771, loss: 3.8771 +2025-06-28 10:37:40,455 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 21:38:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.7826, loss: 3.7826 +2025-06-28 10:38:25,163 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 21:37:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.8041, loss: 3.8041 +2025-06-28 10:39:09,897 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 21:37:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 3.9395, loss: 3.9395 +2025-06-28 10:39:54,552 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 21:36:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9675, loss_cls: 3.9425, loss: 3.9425 +2025-06-28 10:40:39,329 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 21:35:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.8623, loss: 3.8623 +2025-06-28 10:41:24,115 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 21:34:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.8671, loss: 3.8671 +2025-06-28 10:42:08,894 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 21:33:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.8539, loss: 3.8539 +2025-06-28 10:42:53,622 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 21:33:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 3.9145, loss: 3.9145 +2025-06-28 10:43:38,349 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 21:32:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.8904, loss: 3.8904 +2025-06-28 10:44:23,097 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 21:31:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 3.9942, loss: 3.9942 +2025-06-28 10:45:07,751 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 21:30:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.8596, loss: 3.8596 +2025-06-28 10:45:52,472 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 21:30:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 3.9762, loss: 3.9762 +2025-06-28 10:45:55,039 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-28 10:49:54,906 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:49:55,449 - pyskl - INFO - +top1_acc 0.6995 +top5_acc 0.9227 +2025-06-28 10:49:55,469 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.6995, top5_acc: 0.9227 +2025-06-28 10:51:02,615 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 21:30:02, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.7859, loss: 3.7859 +2025-06-28 10:51:47,511 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 21:29:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.7543, loss: 3.7543 +2025-06-28 10:52:32,143 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 21:28:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 3.8037, loss: 3.8037 +2025-06-28 10:53:16,908 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 21:27:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.8230, loss: 3.8230 +2025-06-28 10:54:01,890 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 21:26:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.7046, loss: 3.7046 +2025-06-28 10:54:46,774 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 21:26:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.8445, loss: 3.8445 +2025-06-28 10:55:31,547 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 21:25:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7816, loss: 3.7816 +2025-06-28 10:56:16,350 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 21:24:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.8637, loss: 3.8637 +2025-06-28 10:57:01,228 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 21:23:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 3.8610, loss: 3.8610 +2025-06-28 10:57:46,123 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 21:23:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.7865, loss: 3.7865 +2025-06-28 10:58:31,039 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 21:22:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.8567, loss: 3.8567 +2025-06-28 10:59:15,755 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 21:21:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.8395, loss: 3.8395 +2025-06-28 11:00:00,451 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 21:20:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 3.8947, loss: 3.8947 +2025-06-28 11:00:45,135 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 21:19:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 3.8326, loss: 3.8326 +2025-06-28 11:01:29,814 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 21:19:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 3.9394, loss: 3.9394 +2025-06-28 11:02:14,822 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 21:18:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.0127, loss: 4.0127 +2025-06-28 11:02:59,461 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 21:17:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.9302, loss: 3.9302 +2025-06-28 11:03:44,254 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 21:16:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 3.8862, loss: 3.8862 +2025-06-28 11:04:28,930 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 21:15:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.9356, loss: 3.9356 +2025-06-28 11:05:13,563 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 21:15:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 3.8962, loss: 3.8962 +2025-06-28 11:05:58,197 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 21:14:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.9314, loss: 3.9314 +2025-06-28 11:06:42,749 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 21:13:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 3.7619, loss: 3.7619 +2025-06-28 11:07:27,459 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 21:12:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.8752, loss: 3.8752 +2025-06-28 11:08:12,118 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 21:12:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7505, loss: 3.7505 +2025-06-28 11:08:56,770 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 21:11:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.9003, loss: 3.9003 +2025-06-28 11:09:41,395 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 21:10:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.9646, loss: 3.9646 +2025-06-28 11:10:26,005 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 21:09:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 4.0040, loss: 4.0040 +2025-06-28 11:11:10,635 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 21:08:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.9488, loss: 3.9488 +2025-06-28 11:11:55,228 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 21:08:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 4.0321, loss: 4.0321 +2025-06-28 11:12:39,895 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 21:07:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.0273, loss: 4.0273 +2025-06-28 11:13:24,582 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 21:06:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 3.9537, loss: 3.9537 +2025-06-28 11:14:09,197 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 21:05:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.8574, loss: 3.8574 +2025-06-28 11:14:53,827 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 21:04:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9450, loss_cls: 3.9743, loss: 3.9743 +2025-06-28 11:15:38,553 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 21:04:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 3.9507, loss: 3.9507 +2025-06-28 11:15:41,144 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-28 11:34:49,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:34:50,495 - pyskl - INFO - +top1_acc 0.7037 +top5_acc 0.9293 +2025-06-28 11:34:50,516 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7037, top5_acc: 0.9293 +2025-06-28 11:35:57,823 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 21:04:10, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.7912, loss: 3.7912 +2025-06-28 11:36:42,542 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 21:03:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.9200, loss: 3.9200 +2025-06-28 11:37:27,256 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 21:02:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 3.9783, loss: 3.9783 +2025-06-28 11:38:12,029 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 21:01:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.8289, loss: 3.8289 +2025-06-28 11:38:56,769 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 21:01:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.8402, loss: 3.8402 +2025-06-28 11:39:41,414 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 21:00:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.8103, loss: 3.8103 +2025-06-28 11:40:26,107 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 20:59:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.8517, loss: 3.8517 +2025-06-28 11:41:10,814 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 20:58:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.8039, loss: 3.8039 +2025-06-28 11:41:55,576 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 20:57:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 3.8852, loss: 3.8852 +2025-06-28 11:42:40,378 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 20:57:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.8024, loss: 3.8024 +2025-06-28 11:43:25,039 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 20:56:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 3.9353, loss: 3.9353 +2025-06-28 11:44:09,731 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 20:55:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9481, loss_cls: 3.8280, loss: 3.8280 +2025-06-28 11:44:54,413 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 20:54:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 3.9382, loss: 3.9382 +2025-06-28 11:45:39,073 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 20:53:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.9666, loss: 3.9666 +2025-06-28 11:46:24,066 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 20:53:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 3.9224, loss: 3.9224 +2025-06-28 11:47:09,187 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 20:52:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 4.0645, loss: 4.0645 +2025-06-28 11:47:54,060 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 20:51:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.8204, loss: 3.8204 +2025-06-28 11:48:39,160 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 20:50:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.8284, loss: 3.8284 +2025-06-28 11:49:24,038 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 20:50:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8000, loss: 3.8000 +2025-06-28 11:50:08,862 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 20:49:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 3.8826, loss: 3.8826 +2025-06-28 11:50:53,573 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 20:48:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 3.9350, loss: 3.9350 +2025-06-28 11:51:38,417 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 20:47:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 3.9770, loss: 3.9770 +2025-06-28 11:52:23,261 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 20:47:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.9287, loss: 3.9287 +2025-06-28 11:53:08,004 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 20:46:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 3.9550, loss: 3.9550 +2025-06-28 11:53:52,778 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 20:45:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 3.9718, loss: 3.9718 +2025-06-28 11:54:37,436 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 20:44:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 3.9211, loss: 3.9211 +2025-06-28 11:55:22,156 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 20:43:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.8371, loss: 3.8371 +2025-06-28 11:56:07,030 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 20:43:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7614, loss: 3.7614 +2025-06-28 11:56:51,731 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 20:42:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 3.8537, loss: 3.8537 +2025-06-28 11:57:36,531 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 20:41:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.9258, loss: 3.9258 +2025-06-28 11:58:21,218 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 20:40:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9413, loss_cls: 4.0221, loss: 4.0221 +2025-06-28 11:59:05,909 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 20:39:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 3.9071, loss: 3.9071 +2025-06-28 11:59:50,654 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 20:39:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.8530, loss: 3.8530 +2025-06-28 12:00:35,462 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 20:38:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.8286, loss: 3.8286 +2025-06-28 12:00:38,030 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-28 12:04:35,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:04:35,871 - pyskl - INFO - +top1_acc 0.7267 +top5_acc 0.9394 +2025-06-28 12:04:35,890 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7267, top5_acc: 0.9394 +2025-06-28 12:05:43,118 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 20:38:22, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.7939, loss: 3.7939 +2025-06-28 12:06:27,901 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 20:37:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7898, loss: 3.7898 +2025-06-28 12:07:12,713 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 20:36:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.7074, loss: 3.7074 +2025-06-28 12:07:57,470 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 20:36:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 3.8166, loss: 3.8166 +2025-06-28 12:08:42,298 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 20:35:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7483, loss: 3.7483 +2025-06-28 12:09:27,221 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 20:34:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.7252, loss: 3.7252 +2025-06-28 12:10:12,002 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 20:33:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 3.8656, loss: 3.8656 +2025-06-28 12:10:56,797 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 20:32:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.9740, loss: 3.9740 +2025-06-28 12:11:41,701 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 20:32:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.8376, loss: 3.8376 +2025-06-28 12:12:26,447 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 20:31:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.8873, loss: 3.8873 +2025-06-28 12:13:11,239 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 20:30:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.8529, loss: 3.8529 +2025-06-28 12:13:56,003 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 20:29:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9444, loss_cls: 3.9612, loss: 3.9612 +2025-06-28 12:14:40,758 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 20:29:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 3.9051, loss: 3.9051 +2025-06-28 12:15:25,553 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 20:28:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 4.0014, loss: 4.0014 +2025-06-28 12:16:10,177 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 20:27:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.8728, loss: 3.8728 +2025-06-28 12:16:54,780 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 20:26:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.8976, loss: 3.8976 +2025-06-28 12:17:39,532 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 20:25:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 3.8092, loss: 3.8092 +2025-06-28 12:18:24,078 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 20:25:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.8509, loss: 3.8509 +2025-06-28 12:19:08,876 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 20:24:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9024, loss: 3.9024 +2025-06-28 12:19:53,798 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 20:23:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 3.9619, loss: 3.9619 +2025-06-28 12:20:38,566 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 20:22:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8351, loss: 3.8351 +2025-06-28 12:21:23,044 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 20:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8206, loss: 3.8206 +2025-06-28 12:22:07,703 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 20:21:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.8311, loss: 3.8311 +2025-06-28 12:22:52,406 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 20:20:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 3.8550, loss: 3.8550 +2025-06-28 12:23:36,987 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 20:19:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 3.8841, loss: 3.8841 +2025-06-28 12:24:21,659 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 20:18:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 3.8757, loss: 3.8757 +2025-06-28 12:25:06,298 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 20:18:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 4.0171, loss: 4.0171 +2025-06-28 12:25:51,370 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 20:17:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.9815, loss: 3.9815 +2025-06-28 12:26:36,406 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 20:16:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 3.9148, loss: 3.9148 +2025-06-28 12:27:21,488 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 20:15:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.8391, loss: 3.8391 +2025-06-28 12:28:06,386 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 20:15:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 3.8245, loss: 3.8245 +2025-06-28 12:28:51,553 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 20:14:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 3.9133, loss: 3.9133 +2025-06-28 12:29:36,247 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 20:13:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 3.9452, loss: 3.9452 +2025-06-28 12:30:20,909 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 20:12:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.8713, loss: 3.8713 +2025-06-28 12:30:23,518 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-28 12:34:23,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:34:23,901 - pyskl - INFO - +top1_acc 0.7356 +top5_acc 0.9371 +2025-06-28 12:34:23,951 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_33.pth was removed +2025-06-28 12:34:24,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2025-06-28 12:34:24,964 - pyskl - INFO - Best top1_acc is 0.7356 at 47 epoch. +2025-06-28 12:34:24,982 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7356, top5_acc: 0.9371 +2025-06-28 12:35:32,504 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 20:12:36, time: 0.675, data_time: 0.226, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.8526, loss: 3.8526 +2025-06-28 12:36:17,226 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 20:11:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.8716, loss: 3.8716 +2025-06-28 12:37:01,971 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 20:11:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.7490, loss: 3.7490 +2025-06-28 12:37:46,677 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 20:10:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.7577, loss: 3.7577 +2025-06-28 12:38:31,416 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 20:09:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7130, loss: 3.7130 +2025-06-28 12:39:16,105 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 20:08:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7616, loss: 3.7616 +2025-06-28 12:40:00,813 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 20:07:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 3.9341, loss: 3.9341 +2025-06-28 12:40:45,547 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 20:07:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.7118, loss: 3.7118 +2025-06-28 12:41:30,335 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 20:06:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.8332, loss: 3.8332 +2025-06-28 12:42:15,072 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 20:05:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.8166, loss: 3.8166 +2025-06-28 12:42:59,759 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 20:04:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.7312, loss: 3.7312 +2025-06-28 12:43:44,433 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 20:04:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 3.8773, loss: 3.8773 +2025-06-28 12:44:29,121 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 20:03:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.8871, loss: 3.8871 +2025-06-28 12:45:13,914 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 20:02:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.8129, loss: 3.8129 +2025-06-28 12:45:58,700 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 20:01:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.8498, loss: 3.8498 +2025-06-28 12:46:43,397 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 20:00:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.7610, loss: 3.7610 +2025-06-28 12:47:28,114 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 20:00:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 3.7434, loss: 3.7434 +2025-06-28 12:48:12,640 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 19:59:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 3.8986, loss: 3.8986 +2025-06-28 12:48:57,468 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 19:58:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.8762, loss: 3.8762 +2025-06-28 12:49:42,374 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 19:57:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 3.9348, loss: 3.9348 +2025-06-28 12:50:27,088 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 19:57:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 3.9068, loss: 3.9068 +2025-06-28 12:51:11,729 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 19:56:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 3.9126, loss: 3.9126 +2025-06-28 12:51:56,511 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 19:55:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.7659, loss: 3.7659 +2025-06-28 12:52:41,195 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 19:54:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.8427, loss: 3.8427 +2025-06-28 12:53:25,846 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 19:53:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.8536, loss: 3.8536 +2025-06-28 12:54:10,563 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 19:53:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 3.9447, loss: 3.9447 +2025-06-28 12:54:55,312 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 19:52:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 3.8719, loss: 3.8719 +2025-06-28 12:55:40,117 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 19:51:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9537, loss_cls: 3.8352, loss: 3.8352 +2025-06-28 12:56:24,888 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 19:50:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.7710, loss: 3.7710 +2025-06-28 12:57:09,680 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 19:49:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.8119, loss: 3.8119 +2025-06-28 12:57:54,431 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 19:49:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.8447, loss: 3.8447 +2025-06-28 12:58:39,118 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 19:48:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.8449, loss: 3.8449 +2025-06-28 12:59:23,719 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 19:47:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 3.9054, loss: 3.9054 +2025-06-28 13:00:08,369 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 19:46:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 3.9459, loss: 3.9459 +2025-06-28 13:00:10,970 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-28 13:04:10,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:04:11,265 - pyskl - INFO - +top1_acc 0.6915 +top5_acc 0.9204 +2025-06-28 13:04:11,283 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.6915, top5_acc: 0.9204 +2025-06-28 13:05:18,406 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 19:46:45, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 3.8607, loss: 3.8607 +2025-06-28 13:06:03,196 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 19:45:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.7964, loss: 3.7964 +2025-06-28 13:06:48,290 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 19:45:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.7952, loss: 3.7952 +2025-06-28 13:07:33,327 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 19:44:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6984, loss: 3.6984 +2025-06-28 13:08:18,176 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 19:43:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.6891, loss: 3.6891 +2025-06-28 13:09:03,034 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 19:42:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.8186, loss: 3.8186 +2025-06-28 13:09:47,749 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 19:42:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.9472, loss: 3.9472 +2025-06-28 13:10:32,756 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 19:41:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.8344, loss: 3.8344 +2025-06-28 13:11:17,753 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 19:40:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8012, loss: 3.8012 +2025-06-28 13:12:02,511 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 19:39:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.8306, loss: 3.8306 +2025-06-28 13:12:47,624 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 19:39:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7676, loss: 3.7676 +2025-06-28 13:13:32,629 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 19:38:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7213, loss: 3.7213 +2025-06-28 13:14:17,651 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 19:37:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.8318, loss: 3.8318 +2025-06-28 13:15:02,628 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 19:36:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9463, loss_cls: 3.8601, loss: 3.8601 +2025-06-28 13:15:47,448 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 19:35:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 3.8525, loss: 3.8525 +2025-06-28 13:16:32,217 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 19:35:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 3.8969, loss: 3.8969 +2025-06-28 13:17:17,246 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 19:34:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 3.8023, loss: 3.8023 +2025-06-28 13:18:02,031 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 19:33:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 3.7740, loss: 3.7740 +2025-06-28 13:18:46,869 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 19:32:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.8231, loss: 3.8231 +2025-06-28 13:19:31,611 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 19:32:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.8200, loss: 3.8200 +2025-06-28 13:20:16,387 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 19:31:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.8447, loss: 3.8447 +2025-06-28 13:21:01,161 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 19:30:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.8627, loss: 3.8627 +2025-06-28 13:21:45,918 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 19:29:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.9097, loss: 3.9097 +2025-06-28 13:22:30,696 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 19:28:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.8717, loss: 3.8717 +2025-06-28 13:23:15,443 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 19:28:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.8881, loss: 3.8881 +2025-06-28 13:24:00,246 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 19:27:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 3.9186, loss: 3.9186 +2025-06-28 13:24:45,215 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 19:26:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.8522, loss: 3.8522 +2025-06-28 13:25:30,073 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 19:25:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 3.9154, loss: 3.9154 +2025-06-28 13:26:14,818 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 19:25:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.8287, loss: 3.8287 +2025-06-28 13:26:59,531 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 19:24:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7631, loss: 3.7631 +2025-06-28 13:27:44,262 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 19:23:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.7840, loss: 3.7840 +2025-06-28 13:28:29,041 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 19:22:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.7676, loss: 3.7676 +2025-06-28 13:29:13,886 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 19:21:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8807, loss: 3.8807 +2025-06-28 13:29:58,727 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 19:21:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.9611, loss: 3.9611 +2025-06-28 13:30:01,312 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-28 13:33:59,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:33:59,801 - pyskl - INFO - +top1_acc 0.7396 +top5_acc 0.9396 +2025-06-28 13:33:59,855 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_47.pth was removed +2025-06-28 13:34:00,887 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-06-28 13:34:00,889 - pyskl - INFO - Best top1_acc is 0.7396 at 49 epoch. +2025-06-28 13:34:00,909 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7396, top5_acc: 0.9396 +2025-06-28 13:35:08,064 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 19:21:03, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.7105, loss: 3.7105 +2025-06-28 13:35:52,799 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 19:20:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.7504, loss: 3.7504 +2025-06-28 13:36:37,815 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 19:19:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.6689, loss: 3.6689 +2025-06-28 13:37:22,601 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 19:18:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.6274, loss: 3.6274 +2025-06-28 13:38:07,364 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 19:17:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.7166, loss: 3.7166 +2025-06-28 13:38:52,039 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 19:17:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.9044, loss: 3.9044 +2025-06-28 13:39:36,804 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 19:16:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.8031, loss: 3.8031 +2025-06-28 13:40:21,751 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 19:15:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.9053, loss: 3.9053 +2025-06-28 13:41:06,518 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 19:14:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 3.8156, loss: 3.8156 +2025-06-28 13:41:51,393 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 19:14:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 3.8753, loss: 3.8753 +2025-06-28 13:42:36,095 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 19:13:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.7336, loss: 3.7336 +2025-06-28 13:43:20,806 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 19:12:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 3.7419, loss: 3.7419 +2025-06-28 13:44:05,535 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 19:11:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 3.8552, loss: 3.8552 +2025-06-28 13:44:50,242 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 19:10:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.7965, loss: 3.7965 +2025-06-28 13:45:34,899 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 19:10:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 3.8576, loss: 3.8576 +2025-06-28 13:46:19,587 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 19:09:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.9130, loss: 3.9130 +2025-06-28 13:47:04,496 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 19:08:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.7955, loss: 3.7955 +2025-06-28 13:47:49,244 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 19:07:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.8154, loss: 3.8154 +2025-06-28 13:48:34,018 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 19:07:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.7688, loss: 3.7688 +2025-06-28 13:49:18,719 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 19:06:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.9261, loss: 3.9261 +2025-06-28 13:50:03,350 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 19:05:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.7578, loss: 3.7578 +2025-06-28 13:50:48,215 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 19:04:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 3.8674, loss: 3.8674 +2025-06-28 13:51:32,999 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 19:03:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.7892, loss: 3.7892 +2025-06-28 13:52:17,689 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 19:03:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 3.8392, loss: 3.8392 +2025-06-28 13:53:02,446 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 19:02:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9531, loss_cls: 3.8114, loss: 3.8114 +2025-06-28 13:53:47,139 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 19:01:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 3.9223, loss: 3.9223 +2025-06-28 13:54:31,806 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 19:00:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.8621, loss: 3.8621 +2025-06-28 13:55:16,555 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 19:00:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 3.9561, loss: 3.9561 +2025-06-28 13:56:01,289 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 18:59:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.8245, loss: 3.8245 +2025-06-28 13:56:46,136 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 18:58:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.6643, loss: 3.6643 +2025-06-28 13:57:30,971 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 18:57:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.8667, loss: 3.8667 +2025-06-28 13:58:15,866 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 18:56:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 3.9002, loss: 3.9002 +2025-06-28 13:59:00,806 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 18:56:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.8292, loss: 3.8292 +2025-06-28 13:59:45,621 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 18:55:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 3.8787, loss: 3.8787 +2025-06-28 13:59:48,153 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-28 14:18:33,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:18:34,406 - pyskl - INFO - +top1_acc 0.7443 +top5_acc 0.9439 +2025-06-28 14:18:34,459 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_49.pth was removed +2025-06-28 14:18:35,487 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-06-28 14:18:35,488 - pyskl - INFO - Best top1_acc is 0.7443 at 50 epoch. +2025-06-28 14:18:35,509 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7443, top5_acc: 0.9439 +2025-06-28 14:19:42,806 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 18:55:16, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.7688, loss: 3.7688 +2025-06-28 14:20:27,349 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 18:54:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.7640, loss: 3.7640 +2025-06-28 14:21:11,898 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 18:53:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7159, loss: 3.7159 +2025-06-28 14:21:56,446 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 18:52:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.7382, loss: 3.7382 +2025-06-28 14:22:40,951 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 18:52:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.7577, loss: 3.7577 +2025-06-28 14:23:25,430 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 18:51:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.8537, loss: 3.8537 +2025-06-28 14:24:10,044 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 18:50:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.7776, loss: 3.7776 +2025-06-28 14:24:54,688 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 18:49:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.8627, loss: 3.8627 +2025-06-28 14:25:39,609 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 18:49:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 3.7076, loss: 3.7076 +2025-06-28 14:26:24,306 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 18:48:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.7737, loss: 3.7737 +2025-06-28 14:27:09,083 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 18:47:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.8030, loss: 3.8030 +2025-06-28 14:27:54,003 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 18:46:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.6262, loss: 3.6262 +2025-06-28 14:28:38,767 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 18:45:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.7732, loss: 3.7732 +2025-06-28 14:29:23,566 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 18:45:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.7955, loss: 3.7955 +2025-06-28 14:30:08,596 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 18:44:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7065, loss: 3.7065 +2025-06-28 14:30:53,313 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 18:43:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.9184, loss: 3.9184 +2025-06-28 14:31:37,786 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 18:42:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.8967, loss: 3.8967 +2025-06-28 14:32:22,515 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 18:42:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.7991, loss: 3.7991 +2025-06-28 14:33:07,482 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 18:41:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.8398, loss: 3.8398 +2025-06-28 14:33:52,340 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 18:40:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 3.9076, loss: 3.9076 +2025-06-28 14:34:37,256 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 18:39:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 3.7729, loss: 3.7729 +2025-06-28 14:35:22,172 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 18:38:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7246, loss: 3.7246 +2025-06-28 14:36:07,297 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 18:38:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 3.8428, loss: 3.8428 +2025-06-28 14:36:52,099 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 18:37:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 3.8871, loss: 3.8871 +2025-06-28 14:37:36,714 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 18:36:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9437, loss_cls: 3.8362, loss: 3.8362 +2025-06-28 14:38:21,450 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 18:35:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 3.7959, loss: 3.7959 +2025-06-28 14:39:06,431 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 18:35:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 3.8459, loss: 3.8459 +2025-06-28 14:39:51,261 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 18:34:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.8159, loss: 3.8159 +2025-06-28 14:40:35,785 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 18:33:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.8102, loss: 3.8102 +2025-06-28 14:41:20,442 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 18:32:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8705, loss: 3.8705 +2025-06-28 14:42:05,149 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 18:31:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8326, loss: 3.8326 +2025-06-28 14:42:49,678 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 18:31:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9644, loss_cls: 3.8309, loss: 3.8309 +2025-06-28 14:43:34,243 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 18:30:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.9073, loss: 3.9073 +2025-06-28 14:44:18,774 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 18:29:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8717, loss: 3.8717 +2025-06-28 14:44:21,378 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-28 14:48:21,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:48:21,642 - pyskl - INFO - +top1_acc 0.7383 +top5_acc 0.9407 +2025-06-28 14:48:21,662 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7383, top5_acc: 0.9407 +2025-06-28 14:49:28,814 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 18:29:25, time: 0.671, data_time: 0.226, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 3.8472, loss: 3.8472 +2025-06-28 14:50:13,403 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 18:28:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.6049, loss: 3.6049 +2025-06-28 14:50:58,076 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 18:27:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.7531, loss: 3.7531 +2025-06-28 14:51:42,705 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 18:27:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.8572, loss: 3.8572 +2025-06-28 14:52:27,425 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 18:26:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.7744, loss: 3.7744 +2025-06-28 14:53:12,504 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 18:25:32, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 3.7012, loss: 3.7012 +2025-06-28 14:53:57,263 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 18:24:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 3.7414, loss: 3.7414 +2025-06-28 14:54:42,302 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 18:23:59, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.9046, loss: 3.9046 +2025-06-28 14:55:27,486 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 18:23:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 3.7709, loss: 3.7709 +2025-06-28 14:56:12,475 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 18:22:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.9007, loss: 3.9007 +2025-06-28 14:56:57,301 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 18:21:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.8887, loss: 3.8887 +2025-06-28 14:57:42,096 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 18:20:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.7682, loss: 3.7682 +2025-06-28 14:58:27,027 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 18:20:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.6816, loss: 3.6816 +2025-06-28 14:59:11,748 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 18:19:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.5886, loss: 3.5886 +2025-06-28 14:59:56,368 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 18:18:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.8297, loss: 3.8297 +2025-06-28 15:00:40,864 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 18:17:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.7301, loss: 3.7301 +2025-06-28 15:01:25,647 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 18:17:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9500, loss_cls: 3.8653, loss: 3.8653 +2025-06-28 15:02:10,376 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 18:16:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.6690, loss: 3.6690 +2025-06-28 15:02:55,175 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 18:15:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.7933, loss: 3.7933 +2025-06-28 15:03:40,046 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 18:14:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.6487, loss: 3.6487 +2025-06-28 15:04:24,709 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 18:13:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.8539, loss: 3.8539 +2025-06-28 15:05:09,428 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 18:13:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 3.7848, loss: 3.7848 +2025-06-28 15:05:54,237 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 18:12:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.8540, loss: 3.8540 +2025-06-28 15:06:38,943 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 18:11:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 3.8520, loss: 3.8520 +2025-06-28 15:07:23,568 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 18:10:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 3.9236, loss: 3.9236 +2025-06-28 15:08:08,339 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 18:10:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 3.7936, loss: 3.7936 +2025-06-28 15:08:53,050 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 18:09:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.9288, loss: 3.9288 +2025-06-28 15:09:37,854 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 18:08:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.7665, loss: 3.7665 +2025-06-28 15:10:22,672 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 18:07:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 3.7105, loss: 3.7105 +2025-06-28 15:11:07,427 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 18:06:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.6577, loss: 3.6577 +2025-06-28 15:11:52,146 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 18:06:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.9302, loss: 3.9302 +2025-06-28 15:12:36,897 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 18:05:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.7214, loss: 3.7214 +2025-06-28 15:13:21,673 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 18:04:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7647, loss: 3.7647 +2025-06-28 15:14:06,400 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 18:03:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 3.8920, loss: 3.8920 +2025-06-28 15:14:09,005 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-28 15:18:09,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:18:10,317 - pyskl - INFO - +top1_acc 0.7145 +top5_acc 0.9275 +2025-06-28 15:18:10,336 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7145, top5_acc: 0.9275 +2025-06-28 15:19:17,570 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 18:03:38, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.6385, loss: 3.6385 +2025-06-28 15:20:02,223 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 18:02:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 3.8016, loss: 3.8016 +2025-06-28 15:20:46,975 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 18:02:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.6827, loss: 3.6827 +2025-06-28 15:21:31,673 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 18:01:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.6854, loss: 3.6854 +2025-06-28 15:22:16,370 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 18:00:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.6686, loss: 3.6686 +2025-06-28 15:23:01,315 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 17:59:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7055, loss: 3.7055 +2025-06-28 15:23:46,155 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 17:58:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.7385, loss: 3.7385 +2025-06-28 15:24:30,931 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 17:58:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9587, loss_cls: 3.9060, loss: 3.9060 +2025-06-28 15:25:15,700 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 17:57:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 3.9539, loss: 3.9539 +2025-06-28 15:26:00,466 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 17:56:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.7467, loss: 3.7467 +2025-06-28 15:26:45,226 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 17:55:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.7954, loss: 3.7954 +2025-06-28 15:27:30,018 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 17:55:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.6854, loss: 3.6854 +2025-06-28 15:28:14,976 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 17:54:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 3.7736, loss: 3.7736 +2025-06-28 15:28:59,910 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 17:53:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.8274, loss: 3.8274 +2025-06-28 15:29:44,595 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 17:52:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.7644, loss: 3.7644 +2025-06-28 15:30:29,272 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 17:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.6557, loss: 3.6557 +2025-06-28 15:31:13,964 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 17:51:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 3.6778, loss: 3.6778 +2025-06-28 15:31:58,788 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 17:50:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.8726, loss: 3.8726 +2025-06-28 15:32:43,603 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 17:49:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.8234, loss: 3.8234 +2025-06-28 15:33:28,317 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 17:48:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.7942, loss: 3.7942 +2025-06-28 15:34:12,848 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 17:48:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.7887, loss: 3.7887 +2025-06-28 15:34:57,633 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 17:47:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.8382, loss: 3.8382 +2025-06-28 15:35:42,448 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 17:46:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.6298, loss: 3.6298 +2025-06-28 15:36:27,200 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 17:45:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.7748, loss: 3.7748 +2025-06-28 15:37:11,966 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 17:45:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.8387, loss: 3.8387 +2025-06-28 15:37:56,722 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 17:44:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.7958, loss: 3.7958 +2025-06-28 15:38:41,474 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 17:43:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.8678, loss: 3.8678 +2025-06-28 15:39:26,277 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 17:42:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.8371, loss: 3.8371 +2025-06-28 15:40:11,102 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 17:41:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.7626, loss: 3.7626 +2025-06-28 15:40:55,922 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 17:41:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.7161, loss: 3.7161 +2025-06-28 15:41:40,754 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 17:40:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.8458, loss: 3.8458 +2025-06-28 15:42:25,559 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 17:39:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.7778, loss: 3.7778 +2025-06-28 15:43:10,377 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 17:38:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.7440, loss: 3.7440 +2025-06-28 15:43:55,189 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 17:38:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.7304, loss: 3.7304 +2025-06-28 15:43:57,861 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-28 15:47:58,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:47:58,677 - pyskl - INFO - +top1_acc 0.7441 +top5_acc 0.9394 +2025-06-28 15:47:58,698 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7441, top5_acc: 0.9394 +2025-06-28 15:49:28,944 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 17:38:33, time: 0.902, data_time: 0.230, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 3.6377, loss: 3.6377 +2025-06-28 15:50:36,205 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 17:38:28, time: 0.673, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.6347, loss: 3.6347 +2025-06-28 15:51:43,450 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 17:38:22, time: 0.672, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.7002, loss: 3.7002 +2025-06-28 15:52:50,608 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 17:38:17, time: 0.672, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.7364, loss: 3.7364 +2025-06-28 15:53:57,585 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 17:38:10, time: 0.670, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 3.9136, loss: 3.9136 +2025-06-28 15:55:04,281 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 17:38:04, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.6536, loss: 3.6536 +2025-06-28 15:56:10,870 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 17:37:57, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.7751, loss: 3.7751 +2025-06-28 15:57:17,487 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 17:37:50, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.7595, loss: 3.7595 +2025-06-28 15:58:24,087 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 17:37:42, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 3.7623, loss: 3.7623 +2025-06-28 15:59:30,501 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 17:37:35, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6776, loss: 3.6776 +2025-06-28 16:00:36,914 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 17:37:27, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.7602, loss: 3.7602 +2025-06-28 16:01:43,796 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 17:37:20, time: 0.669, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.6843, loss: 3.6843 +2025-06-28 16:02:50,539 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 17:37:13, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.8416, loss: 3.8416 +2025-06-28 16:03:57,251 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 17:37:06, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 3.7806, loss: 3.7806 +2025-06-28 16:05:04,007 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 17:36:59, time: 0.668, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.8082, loss: 3.8082 +2025-06-28 16:06:10,676 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 17:36:51, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.6131, loss: 3.6131 +2025-06-28 16:07:17,415 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 17:36:44, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.7471, loss: 3.7471 +2025-06-28 16:08:23,998 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 17:36:36, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.7599, loss: 3.7599 +2025-06-28 16:09:30,610 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 17:36:28, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.7830, loss: 3.7830 +2025-06-28 16:10:37,256 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 17:36:21, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 3.7495, loss: 3.7495 +2025-06-28 16:11:43,854 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 17:36:13, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 3.7680, loss: 3.7680 +2025-06-28 16:12:50,427 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 17:36:05, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.6815, loss: 3.6815 +2025-06-28 16:13:57,097 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 17:35:57, time: 0.667, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.7494, loss: 3.7494 +2025-06-28 16:15:03,627 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 17:35:48, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.7355, loss: 3.7355 +2025-06-28 16:16:10,104 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 17:35:40, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.7667, loss: 3.7667 +2025-06-28 16:17:16,589 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 17:35:32, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.7920, loss: 3.7920 +2025-06-28 16:18:23,077 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 17:35:23, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.7081, loss: 3.7081 +2025-06-28 16:19:29,580 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 17:35:15, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.6326, loss: 3.6326 +2025-06-28 16:20:36,108 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 17:35:06, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.6660, loss: 3.6660 +2025-06-28 16:21:42,578 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 17:34:57, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.6857, loss: 3.6857 +2025-06-28 16:22:49,367 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 17:34:49, time: 0.668, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 3.8516, loss: 3.8516 +2025-06-28 16:23:55,783 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 17:34:40, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 3.8690, loss: 3.8690 +2025-06-28 16:25:02,228 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 17:34:31, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 3.8105, loss: 3.8105 +2025-06-28 16:26:08,772 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 17:34:22, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.8468, loss: 3.8468 +2025-06-28 16:26:12,322 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-28 16:30:12,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:30:12,658 - pyskl - INFO - +top1_acc 0.7400 +top5_acc 0.9424 +2025-06-28 16:30:12,677 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7400, top5_acc: 0.9424 +2025-06-28 16:31:19,528 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 17:34:08, time: 0.668, data_time: 0.223, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.6149, loss: 3.6149 +2025-06-28 16:32:04,155 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 17:33:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.7991, loss: 3.7991 +2025-06-28 16:32:48,844 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 17:32:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7578, loss: 3.7578 +2025-06-28 16:33:33,509 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 17:31:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.5980, loss: 3.5980 +2025-06-28 16:34:18,202 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 17:30:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.6738, loss: 3.6738 +2025-06-28 16:35:02,726 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 17:30:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.7085, loss: 3.7085 +2025-06-28 16:35:47,230 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 17:29:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.7093, loss: 3.7093 +2025-06-28 16:36:31,814 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 17:28:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.8288, loss: 3.8288 +2025-06-28 16:37:16,387 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 17:27:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.6984, loss: 3.6984 +2025-06-28 16:38:01,038 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 17:26:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.7040, loss: 3.7040 +2025-06-28 16:38:45,728 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 17:26:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.7010, loss: 3.7010 +2025-06-28 16:39:30,339 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 17:25:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6592, loss: 3.6592 +2025-06-28 16:40:14,947 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 17:24:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.5644, loss: 3.5644 +2025-06-28 16:40:59,646 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 17:23:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.8160, loss: 3.8160 +2025-06-28 16:41:44,360 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 17:22:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.9251, loss: 3.9251 +2025-06-28 16:42:29,191 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 17:22:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 3.7917, loss: 3.7917 +2025-06-28 16:43:13,823 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 17:21:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.6558, loss: 3.6558 +2025-06-28 16:43:58,563 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 17:20:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.7929, loss: 3.7929 +2025-06-28 16:44:43,355 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 17:19:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7595, loss: 3.7595 +2025-06-28 16:45:28,239 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 17:19:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 3.8786, loss: 3.8786 +2025-06-28 16:46:12,787 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 17:18:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.8411, loss: 3.8411 +2025-06-28 16:46:57,441 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 17:17:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.7113, loss: 3.7113 +2025-06-28 16:47:42,063 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 17:16:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.7468, loss: 3.7468 +2025-06-28 16:48:26,694 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:15:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.6696, loss: 3.6696 +2025-06-28 16:49:11,419 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:15:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7683, loss: 3.7683 +2025-06-28 16:49:56,093 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:14:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.8116, loss: 3.8116 +2025-06-28 16:50:40,692 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:13:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 3.7863, loss: 3.7863 +2025-06-28 16:51:25,276 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:12:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9475, loss_cls: 3.8553, loss: 3.8553 +2025-06-28 16:52:09,967 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:11:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.8086, loss: 3.8086 +2025-06-28 16:52:54,842 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:11:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 3.7495, loss: 3.7495 +2025-06-28 16:53:39,373 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:10:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.8470, loss: 3.8470 +2025-06-28 16:54:24,063 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:09:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.6993, loss: 3.6993 +2025-06-28 16:55:08,738 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:08:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.7768, loss: 3.7768 +2025-06-28 16:55:53,791 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:07:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 3.7489, loss: 3.7489 +2025-06-28 16:55:56,445 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-28 17:14:21,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:14:22,246 - pyskl - INFO - +top1_acc 0.7082 +top5_acc 0.9300 +2025-06-28 17:14:22,267 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7082, top5_acc: 0.9300 +2025-06-28 17:15:29,641 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:07:38, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.7082, loss: 3.7082 +2025-06-28 17:16:14,433 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:06:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.5643, loss: 3.5643 +2025-06-28 17:16:59,252 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:06:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7124, loss: 3.7124 +2025-06-28 17:17:44,059 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:05:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 3.6918, loss: 3.6918 +2025-06-28 17:18:28,999 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:04:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.6602, loss: 3.6602 +2025-06-28 17:19:13,817 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:03:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.6508, loss: 3.6508 +2025-06-28 17:19:58,693 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:02:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.7500, loss: 3.7500 +2025-06-28 17:20:43,467 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:02:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.6790, loss: 3.6790 +2025-06-28 17:21:28,241 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:01:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6209, loss: 3.6209 +2025-06-28 17:22:13,085 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:00:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.7162, loss: 3.7162 +2025-06-28 17:22:57,845 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 16:59:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.7067, loss: 3.7067 +2025-06-28 17:23:42,641 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 16:58:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.7903, loss: 3.7903 +2025-06-28 17:24:27,387 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 16:58:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.5869, loss: 3.5869 +2025-06-28 17:25:12,203 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 16:57:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.6244, loss: 3.6244 +2025-06-28 17:25:57,059 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 16:56:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9738, loss_cls: 3.7932, loss: 3.7932 +2025-06-28 17:26:41,685 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 16:55:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7840, loss: 3.7840 +2025-06-28 17:27:26,399 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 16:54:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7341, loss: 3.7341 +2025-06-28 17:28:11,013 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 16:54:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.7774, loss: 3.7774 +2025-06-28 17:28:55,699 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 16:53:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.8456, loss: 3.8456 +2025-06-28 17:29:40,577 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 16:52:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 3.7431, loss: 3.7431 +2025-06-28 17:30:25,587 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 16:51:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6546, loss: 3.6546 +2025-06-28 17:31:10,631 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 16:51:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 17:31:55,698 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 16:50:14, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 3.7832, loss: 3.7832 +2025-06-28 17:32:40,767 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 16:49:27, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 3.7599, loss: 3.7599 +2025-06-28 17:33:25,870 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 16:48:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.8267, loss: 3.8267 +2025-06-28 17:34:10,884 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 16:47:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.6523, loss: 3.6523 +2025-06-28 17:34:55,931 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 16:47:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.8668, loss: 3.8668 +2025-06-28 17:35:40,853 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 16:46:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.7592, loss: 3.7592 +2025-06-28 17:36:25,855 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 16:45:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.5760, loss: 3.5760 +2025-06-28 17:37:10,608 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 16:44:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.7825, loss: 3.7825 +2025-06-28 17:37:55,495 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 16:43:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.7425, loss: 3.7425 +2025-06-28 17:38:40,529 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 16:43:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.7831, loss: 3.7831 +2025-06-28 17:39:25,572 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 16:42:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.6996, loss: 3.6996 +2025-06-28 17:40:10,577 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 16:41:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.7776, loss: 3.7776 +2025-06-28 17:40:13,188 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-28 17:44:10,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:44:11,386 - pyskl - INFO - +top1_acc 0.7249 +top5_acc 0.9278 +2025-06-28 17:44:11,408 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7249, top5_acc: 0.9278 +2025-06-28 17:45:19,037 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 16:41:21, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.5771, loss: 3.5771 +2025-06-28 17:46:03,686 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 16:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.6687, loss: 3.6687 +2025-06-28 17:46:48,556 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 16:39:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.5100, loss: 3.5100 +2025-06-28 17:47:33,273 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 16:38:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9550, loss_cls: 3.6980, loss: 3.6980 +2025-06-28 17:48:18,219 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 16:38:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 17:49:03,056 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 16:37:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.6141, loss: 3.6141 +2025-06-28 17:49:48,090 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 16:36:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.6419, loss: 3.6419 +2025-06-28 17:50:32,786 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 16:35:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.7319, loss: 3.7319 +2025-06-28 17:51:17,606 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 16:35:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.6326, loss: 3.6326 +2025-06-28 17:52:02,502 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 16:34:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.7072, loss: 3.7072 +2025-06-28 17:52:47,346 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 16:33:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.7060, loss: 3.7060 +2025-06-28 17:53:32,092 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 16:32:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.8395, loss: 3.8395 +2025-06-28 17:54:16,872 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 16:31:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.8038, loss: 3.8038 +2025-06-28 17:55:01,527 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 16:31:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 3.8298, loss: 3.8298 +2025-06-28 17:55:46,196 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 16:30:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.6486, loss: 3.6486 +2025-06-28 17:56:30,888 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 16:29:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.7889, loss: 3.7889 +2025-06-28 17:57:15,913 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 16:28:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.5658, loss: 3.5658 +2025-06-28 17:58:00,628 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 16:27:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 3.7136, loss: 3.7136 +2025-06-28 17:58:45,361 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 16:27:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.7588, loss: 3.7588 +2025-06-28 17:59:30,110 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 16:26:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 3.7341, loss: 3.7341 +2025-06-28 18:00:14,857 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 16:25:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.5541, loss: 3.5541 +2025-06-28 18:00:59,631 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 16:24:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7032, loss: 3.7032 +2025-06-28 18:01:44,463 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 16:23:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.6701, loss: 3.6701 +2025-06-28 18:02:29,389 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 16:23:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.7955, loss: 3.7955 +2025-06-28 18:03:14,234 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 16:22:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.6708, loss: 3.6708 +2025-06-28 18:03:59,055 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 16:21:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.6454, loss: 3.6454 +2025-06-28 18:04:43,892 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 16:20:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.8268, loss: 3.8268 +2025-06-28 18:05:29,028 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 16:20:02, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.8194, loss: 3.8194 +2025-06-28 18:06:14,020 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 16:19:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7634, loss: 3.7634 +2025-06-28 18:06:59,013 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 16:18:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.7341, loss: 3.7341 +2025-06-28 18:07:44,042 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 16:17:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.6343, loss: 3.6343 +2025-06-28 18:08:29,185 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 16:16:55, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 3.7446, loss: 3.7446 +2025-06-28 18:09:14,107 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:16:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.7127, loss: 3.7127 +2025-06-28 18:09:58,846 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:15:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.7263, loss: 3.7263 +2025-06-28 18:10:01,510 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-28 18:14:01,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:14:02,445 - pyskl - INFO - +top1_acc 0.6833 +top5_acc 0.9244 +2025-06-28 18:14:02,464 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.6833, top5_acc: 0.9244 +2025-06-28 18:15:09,827 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:15:03, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.7098, loss: 3.7098 +2025-06-28 18:15:54,697 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:14:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.6611, loss: 3.6611 +2025-06-28 18:16:39,456 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:13:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6318, loss: 3.6318 +2025-06-28 18:17:24,240 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:12:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.7722, loss: 3.7722 +2025-06-28 18:18:09,109 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:11:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.5242, loss: 3.5242 +2025-06-28 18:18:53,839 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:11:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.5316, loss: 3.5316 +2025-06-28 18:19:38,510 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:10:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.7148, loss: 3.7148 +2025-06-28 18:20:23,218 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:09:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 3.8025, loss: 3.8025 +2025-06-28 18:21:07,919 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:08:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.6444, loss: 3.6444 +2025-06-28 18:21:52,698 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:07:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.8546, loss: 3.8546 +2025-06-28 18:22:37,426 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:07:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.6375, loss: 3.6375 +2025-06-28 18:23:22,185 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:06:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 3.5957, loss: 3.5957 +2025-06-28 18:24:06,932 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:05:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 3.7356, loss: 3.7356 +2025-06-28 18:24:51,677 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:04:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.5383, loss: 3.5383 +2025-06-28 18:25:36,378 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:04:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.7411, loss: 3.7411 +2025-06-28 18:26:21,087 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:03:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.6545, loss: 3.6545 +2025-06-28 18:27:05,790 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:02:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 3.6775, loss: 3.6775 +2025-06-28 18:27:50,574 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:01:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.6927, loss: 3.6927 +2025-06-28 18:28:35,353 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:00:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 3.6998, loss: 3.6998 +2025-06-28 18:29:20,148 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:00:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.8039, loss: 3.8039 +2025-06-28 18:30:04,930 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 15:59:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.7929, loss: 3.7929 +2025-06-28 18:30:49,683 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 15:58:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.5753, loss: 3.5753 +2025-06-28 18:31:34,387 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 15:57:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5595, loss: 3.5595 +2025-06-28 18:32:19,228 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 15:56:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.6818, loss: 3.6818 +2025-06-28 18:33:03,974 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 15:56:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.6942, loss: 3.6942 +2025-06-28 18:33:48,664 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 15:55:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.7020, loss: 3.7020 +2025-06-28 18:34:33,422 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 15:54:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.6796, loss: 3.6796 +2025-06-28 18:35:18,222 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 15:53:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.6549, loss: 3.6549 +2025-06-28 18:36:03,132 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 15:52:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.7217, loss: 3.7217 +2025-06-28 18:36:47,830 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 15:52:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.7425, loss: 3.7425 +2025-06-28 18:37:32,485 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 15:51:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.6914, loss: 3.6914 +2025-06-28 18:38:17,131 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 15:50:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.6990, loss: 3.6990 +2025-06-28 18:39:01,863 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 15:49:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.6695, loss: 3.6695 +2025-06-28 18:39:46,799 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 15:49:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.7870, loss: 3.7870 +2025-06-28 18:39:49,377 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-28 18:43:48,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:43:49,507 - pyskl - INFO - +top1_acc 0.7149 +top5_acc 0.9320 +2025-06-28 18:43:49,529 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7149, top5_acc: 0.9320 +2025-06-28 18:44:57,087 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 15:48:42, time: 0.676, data_time: 0.228, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.7342, loss: 3.7342 +2025-06-28 18:45:41,842 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 15:47:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.5586, loss: 3.5586 +2025-06-28 18:46:26,726 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 15:47:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.6746, loss: 3.6746 +2025-06-28 18:47:11,604 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 15:46:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.4961, loss: 3.4961 +2025-06-28 18:47:56,307 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 15:45:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.6581, loss: 3.6581 +2025-06-28 18:48:41,134 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 15:44:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.7194, loss: 3.7194 +2025-06-28 18:49:25,915 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 15:43:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7759, loss: 3.7759 +2025-06-28 18:50:10,699 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 15:43:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.6537, loss: 3.6537 +2025-06-28 18:50:55,456 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 15:42:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.6901, loss: 3.6901 +2025-06-28 18:51:40,266 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 15:41:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 3.6689, loss: 3.6689 +2025-06-28 18:52:25,102 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 15:40:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.6925, loss: 3.6925 +2025-06-28 18:53:09,918 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 15:40:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.6105, loss: 3.6105 +2025-06-28 18:53:54,606 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 15:39:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 3.5932, loss: 3.5932 +2025-06-28 18:54:39,355 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 15:38:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.7104, loss: 3.7104 +2025-06-28 18:55:24,125 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 15:37:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.6562, loss: 3.6562 +2025-06-28 18:56:08,987 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 15:36:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.8238, loss: 3.8238 +2025-06-28 18:56:53,783 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 15:36:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7243, loss: 3.7243 +2025-06-28 18:57:38,603 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 15:35:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.6410, loss: 3.6410 +2025-06-28 18:58:23,402 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 15:34:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.6195, loss: 3.6195 +2025-06-28 18:59:08,203 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 15:33:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 3.7663, loss: 3.7663 +2025-06-28 18:59:52,952 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 15:32:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.6477, loss: 3.6477 +2025-06-28 19:00:37,740 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 15:32:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.7291, loss: 3.7291 +2025-06-28 19:01:22,471 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 15:31:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.6304, loss: 3.6304 +2025-06-28 19:02:07,206 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 15:30:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.6256, loss: 3.6256 +2025-06-28 19:02:51,969 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 15:29:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 3.8019, loss: 3.8019 +2025-06-28 19:03:36,627 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 15:29:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.5456, loss: 3.5456 +2025-06-28 19:04:21,443 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 15:28:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.8567, loss: 3.8567 +2025-06-28 19:05:06,466 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 15:27:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 3.8429, loss: 3.8429 +2025-06-28 19:05:51,356 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 15:26:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.7752, loss: 3.7752 +2025-06-28 19:06:36,063 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 15:25:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.7803, loss: 3.7803 +2025-06-28 19:07:20,724 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 15:25:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.7611, loss: 3.7611 +2025-06-28 19:08:05,404 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 15:24:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.7444, loss: 3.7444 +2025-06-28 19:08:49,987 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 15:23:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.7265, loss: 3.7265 +2025-06-28 19:09:34,607 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 15:22:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9581, loss_cls: 3.5961, loss: 3.5961 +2025-06-28 19:09:37,145 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-28 19:13:34,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:13:35,374 - pyskl - INFO - +top1_acc 0.7289 +top5_acc 0.9389 +2025-06-28 19:13:35,393 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7289, top5_acc: 0.9389 +2025-06-28 19:14:42,011 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 15:22:22, time: 0.666, data_time: 0.221, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.6312, loss: 3.6312 +2025-06-28 19:15:26,606 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 15:21:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 19:16:11,183 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 15:20:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.6031, loss: 3.6031 +2025-06-28 19:16:55,840 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 15:20:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.6445, loss: 3.6445 +2025-06-28 19:17:40,421 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 15:19:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 3.4843, loss: 3.4843 +2025-06-28 19:18:24,992 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 15:18:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.6476, loss: 3.6476 +2025-06-28 19:19:09,621 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 15:17:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.6177, loss: 3.6177 +2025-06-28 19:19:54,067 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:16:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.6407, loss: 3.6407 +2025-06-28 19:20:38,713 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:16:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.7427, loss: 3.7427 +2025-06-28 19:21:23,368 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:15:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.6409, loss: 3.6409 +2025-06-28 19:22:07,984 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:14:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6066, loss: 3.6066 +2025-06-28 19:22:52,882 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:13:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.6368, loss: 3.6368 +2025-06-28 19:23:37,763 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:12:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 3.6187, loss: 3.6187 +2025-06-28 19:24:22,734 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:12:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.6347, loss: 3.6347 +2025-06-28 19:25:07,594 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:11:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.7005, loss: 3.7005 +2025-06-28 19:25:52,332 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:10:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.6208, loss: 3.6208 +2025-06-28 19:26:37,323 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:09:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.6146, loss: 3.6146 +2025-06-28 19:27:22,174 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:08:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.8348, loss: 3.8348 +2025-06-28 19:28:06,953 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:08:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.7207, loss: 3.7207 +2025-06-28 19:28:51,655 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:07:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.7098, loss: 3.7098 +2025-06-28 19:29:36,305 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:06:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.5831, loss: 3.5831 +2025-06-28 19:30:20,937 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:05:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.5991, loss: 3.5991 +2025-06-28 19:31:05,533 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:05:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.6419, loss: 3.6419 +2025-06-28 19:31:50,217 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:04:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.6726, loss: 3.6726 +2025-06-28 19:32:34,943 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:03:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.7321, loss: 3.7321 +2025-06-28 19:33:19,778 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:02:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.6562, loss: 3.6562 +2025-06-28 19:34:04,530 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:01:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.6995, loss: 3.6995 +2025-06-28 19:34:49,181 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:01:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.7180, loss: 3.7180 +2025-06-28 19:35:33,793 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:00:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.7605, loss: 3.7605 +2025-06-28 19:36:18,554 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 14:59:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6476, loss: 3.6476 +2025-06-28 19:37:03,216 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 14:58:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9681, loss_cls: 3.7032, loss: 3.7032 +2025-06-28 19:37:47,891 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 14:57:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 3.5881, loss: 3.5881 +2025-06-28 19:38:32,555 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 14:57:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 3.6314, loss: 3.6314 +2025-06-28 19:39:17,174 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 14:56:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.6411, loss: 3.6411 +2025-06-28 19:39:19,719 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-28 19:58:36,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:58:37,155 - pyskl - INFO - +top1_acc 0.7170 +top5_acc 0.9289 +2025-06-28 19:58:37,177 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7170, top5_acc: 0.9289 +2025-06-28 19:59:44,679 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 14:56:01, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 3.5359, loss: 3.5359 +2025-06-28 20:00:29,392 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 14:55:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9806, loss_cls: 3.5323, loss: 3.5323 +2025-06-28 20:01:14,047 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 14:54:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.5526, loss: 3.5526 +2025-06-28 20:01:58,904 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 14:53:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.4373, loss: 3.4373 +2025-06-28 20:02:43,695 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 14:52:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.6336, loss: 3.6336 +2025-06-28 20:03:28,453 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 14:52:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.6395, loss: 3.6395 +2025-06-28 20:04:13,205 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 14:51:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.7799, loss: 3.7799 +2025-06-28 20:04:57,876 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 14:50:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.4232, loss: 3.4232 +2025-06-28 20:05:42,762 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 14:49:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 3.7071, loss: 3.7071 +2025-06-28 20:06:27,666 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 14:48:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.5962, loss: 3.5962 +2025-06-28 20:07:12,473 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 14:48:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.7175, loss: 3.7175 +2025-06-28 20:07:57,259 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 14:47:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.7753, loss: 3.7753 +2025-06-28 20:08:41,988 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 14:46:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.6780, loss: 3.6780 +2025-06-28 20:09:26,663 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 14:45:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.6406, loss: 3.6406 +2025-06-28 20:10:11,366 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 14:45:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.7612, loss: 3.7612 +2025-06-28 20:10:55,965 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 14:44:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.6680, loss: 3.6680 +2025-06-28 20:11:40,544 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 14:43:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.6542, loss: 3.6542 +2025-06-28 20:12:25,189 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 14:42:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.6558, loss: 3.6558 +2025-06-28 20:13:09,841 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 14:41:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.5435, loss: 3.5435 +2025-06-28 20:13:54,508 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 14:41:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.7627, loss: 3.7627 +2025-06-28 20:14:39,041 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 14:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.6909, loss: 3.6909 +2025-06-28 20:15:23,554 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 14:39:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.7849, loss: 3.7849 +2025-06-28 20:16:08,135 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 14:38:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6796, loss: 3.6796 +2025-06-28 20:16:52,667 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 14:37:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.8286, loss: 3.8286 +2025-06-28 20:17:37,318 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 14:37:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.6653, loss: 3.6653 +2025-06-28 20:18:22,395 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 14:36:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.7485, loss: 3.7485 +2025-06-28 20:19:07,334 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 14:35:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.5981, loss: 3.5981 +2025-06-28 20:19:52,126 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 14:34:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.6962, loss: 3.6962 +2025-06-28 20:20:36,800 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 14:33:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.8190, loss: 3.8190 +2025-06-28 20:21:21,523 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 14:33:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.7642, loss: 3.7642 +2025-06-28 20:22:06,572 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 14:32:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.6916, loss: 3.6916 +2025-06-28 20:22:51,399 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 14:31:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.7098, loss: 3.7098 +2025-06-28 20:23:36,122 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 14:30:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.6193, loss: 3.6193 +2025-06-28 20:24:20,836 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 14:30:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.6692, loss: 3.6692 +2025-06-28 20:24:23,410 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-28 20:28:22,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:28:23,291 - pyskl - INFO - +top1_acc 0.7537 +top5_acc 0.9464 +2025-06-28 20:28:23,340 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_50.pth was removed +2025-06-28 20:28:24,324 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-28 20:28:24,325 - pyskl - INFO - Best top1_acc is 0.7537 at 61 epoch. +2025-06-28 20:28:24,343 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7537, top5_acc: 0.9464 +2025-06-28 20:29:31,392 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 14:29:42, time: 0.670, data_time: 0.224, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4217, loss: 3.4217 +2025-06-28 20:30:16,108 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 14:28:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.5318, loss: 3.5318 +2025-06-28 20:31:00,779 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 14:28:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.5330, loss: 3.5330 +2025-06-28 20:31:45,655 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 14:27:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.5310, loss: 3.5310 +2025-06-28 20:32:30,473 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 14:26:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4967, loss: 3.4967 +2025-06-28 20:33:15,186 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 14:25:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 3.5551, loss: 3.5551 +2025-06-28 20:33:59,937 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 14:24:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.7077, loss: 3.7077 +2025-06-28 20:34:44,567 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 14:24:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.7282, loss: 3.7282 +2025-06-28 20:35:29,457 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 14:23:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.6275, loss: 3.6275 +2025-06-28 20:36:14,382 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 14:22:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.5810, loss: 3.5810 +2025-06-28 20:36:59,067 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 14:21:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.5566, loss: 3.5566 +2025-06-28 20:37:43,676 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 14:21:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.6320, loss: 3.6320 +2025-06-28 20:38:28,292 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 14:20:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.7517, loss: 3.7517 +2025-06-28 20:39:13,183 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 14:19:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.6449, loss: 3.6449 +2025-06-28 20:39:58,296 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 14:18:42, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.5482, loss: 3.5482 +2025-06-28 20:40:42,879 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 14:17:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.6564, loss: 3.6564 +2025-06-28 20:41:27,439 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:17:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6466, loss: 3.6466 +2025-06-28 20:42:12,005 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:16:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.6220, loss: 3.6220 +2025-06-28 20:42:56,662 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:15:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.5824, loss: 3.5824 +2025-06-28 20:43:41,396 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:14:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.7152, loss: 3.7152 +2025-06-28 20:44:26,134 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:13:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.6375, loss: 3.6375 +2025-06-28 20:45:10,845 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:13:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 3.7272, loss: 3.7272 +2025-06-28 20:45:55,675 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:12:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.7341, loss: 3.7341 +2025-06-28 20:46:40,376 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:11:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9800, loss_cls: 3.5007, loss: 3.5007 +2025-06-28 20:47:25,203 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:10:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.6814, loss: 3.6814 +2025-06-28 20:48:10,371 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:10:03, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.6786, loss: 3.6786 +2025-06-28 20:48:55,274 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:09:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.7355, loss: 3.7355 +2025-06-28 20:49:40,007 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:08:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.5535, loss: 3.5535 +2025-06-28 20:50:24,730 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:07:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.7411, loss: 3.7411 +2025-06-28 20:51:09,511 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:06:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.6247, loss: 3.6247 +2025-06-28 20:51:54,131 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.6309, loss: 3.6309 +2025-06-28 20:52:38,801 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:05:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 3.6906, loss: 3.6906 +2025-06-28 20:53:23,434 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:04:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.5285, loss: 3.5285 +2025-06-28 20:54:08,137 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:03:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 3.7123, loss: 3.7123 +2025-06-28 20:54:10,760 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-28 20:58:10,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:58:11,280 - pyskl - INFO - +top1_acc 0.7532 +top5_acc 0.9455 +2025-06-28 20:58:11,300 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7532, top5_acc: 0.9455 +2025-06-28 20:59:18,529 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:03:25, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.4476, loss: 3.4476 +2025-06-28 21:00:03,319 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:02:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.5798, loss: 3.5798 +2025-06-28 21:00:48,257 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:01:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5791, loss: 3.5791 +2025-06-28 21:01:33,097 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:01:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.5862, loss: 3.5862 +2025-06-28 21:02:17,918 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:00:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.5497, loss: 3.5497 +2025-06-28 21:03:02,754 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 13:59:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.6853, loss: 3.6853 +2025-06-28 21:03:47,535 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 13:58:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5616, loss: 3.5616 +2025-06-28 21:04:32,317 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 13:57:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.7403, loss: 3.7403 +2025-06-28 21:05:17,166 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 13:57:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.5932, loss: 3.5932 +2025-06-28 21:06:01,930 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 13:56:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5963, loss: 3.5963 +2025-06-28 21:06:46,709 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 13:55:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 21:07:31,618 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 13:54:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.6672, loss: 3.6672 +2025-06-28 21:08:16,643 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 13:54:01, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 3.7273, loss: 3.7273 +2025-06-28 21:09:01,363 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 13:53:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.6069, loss: 3.6069 +2025-06-28 21:09:46,321 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 13:52:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.7739, loss: 3.7739 +2025-06-28 21:10:31,101 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 13:51:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9587, loss_cls: 3.5705, loss: 3.5705 +2025-06-28 21:11:15,831 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 13:50:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.4878, loss: 3.4878 +2025-06-28 21:12:00,578 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 13:50:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.7194, loss: 3.7194 +2025-06-28 21:12:45,301 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 13:49:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.7390, loss: 3.7390 +2025-06-28 21:13:30,096 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 13:48:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.7296, loss: 3.7296 +2025-06-28 21:14:14,844 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 13:47:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.5291, loss: 3.5291 +2025-06-28 21:14:59,752 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 13:46:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6875, loss: 3.6875 +2025-06-28 21:15:44,554 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 13:46:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.5342, loss: 3.5342 +2025-06-28 21:16:29,384 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 13:45:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.6524, loss: 3.6524 +2025-06-28 21:17:14,195 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 13:44:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.5516, loss: 3.5516 +2025-06-28 21:17:59,140 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 13:43:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9750, loss_cls: 3.5357, loss: 3.5357 +2025-06-28 21:18:44,175 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 13:43:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.6225, loss: 3.6225 +2025-06-28 21:19:29,146 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 13:42:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.6187, loss: 3.6187 +2025-06-28 21:20:14,035 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 13:41:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.6532, loss: 3.6532 +2025-06-28 21:20:59,074 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 13:40:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.6465, loss: 3.6465 +2025-06-28 21:21:43,833 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 13:39:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.5095, loss: 3.5095 +2025-06-28 21:22:28,574 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 13:39:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.7404, loss: 3.7404 +2025-06-28 21:23:13,403 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 13:38:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.5833, loss: 3.5833 +2025-06-28 21:23:58,385 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 13:37:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.6187, loss: 3.6187 +2025-06-28 21:24:01,037 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-28 21:27:58,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:27:58,794 - pyskl - INFO - +top1_acc 0.7314 +top5_acc 0.9355 +2025-06-28 21:27:58,813 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7314, top5_acc: 0.9355 +2025-06-28 21:29:06,216 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 13:37:13, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5008, loss: 3.5008 +2025-06-28 21:29:51,094 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 13:36:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.5135, loss: 3.5135 +2025-06-28 21:30:35,947 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 13:35:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.5045, loss: 3.5045 +2025-06-28 21:31:20,857 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 13:34:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.6118, loss: 3.6118 +2025-06-28 21:32:05,586 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 13:34:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.5481, loss: 3.5481 +2025-06-28 21:32:50,444 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 13:33:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.5657, loss: 3.5657 +2025-06-28 21:33:35,215 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 13:32:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.5764, loss: 3.5764 +2025-06-28 21:34:19,956 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 13:31:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.5763, loss: 3.5763 +2025-06-28 21:35:04,828 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 13:30:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.5002, loss: 3.5002 +2025-06-28 21:35:49,611 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 13:30:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 3.5969, loss: 3.5969 +2025-06-28 21:36:34,362 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 13:29:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6522, loss: 3.6522 +2025-06-28 21:37:18,985 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 13:28:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 3.5966, loss: 3.5966 +2025-06-28 21:38:03,688 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 13:27:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5635, loss: 3.5635 +2025-06-28 21:38:48,323 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 13:27:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.6496, loss: 3.6496 +2025-06-28 21:39:32,923 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 13:26:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.7016, loss: 3.7016 +2025-06-28 21:40:17,519 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 13:25:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9731, loss_cls: 3.5545, loss: 3.5545 +2025-06-28 21:41:02,147 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 13:24:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6115, loss: 3.6115 +2025-06-28 21:41:46,746 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 13:23:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.6543, loss: 3.6543 +2025-06-28 21:42:31,371 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 13:23:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.4503, loss: 3.4503 +2025-06-28 21:43:16,039 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 13:22:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.6562, loss: 3.6562 +2025-06-28 21:44:00,674 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 13:21:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.6780, loss: 3.6780 +2025-06-28 21:44:45,300 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 13:20:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.5616, loss: 3.5616 +2025-06-28 21:45:29,928 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 13:19:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.5633, loss: 3.5633 +2025-06-28 21:46:14,605 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 13:19:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.6431, loss: 3.6431 +2025-06-28 21:46:59,244 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 13:18:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.5879, loss: 3.5879 +2025-06-28 21:47:43,780 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:17:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 21:48:28,367 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:16:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.6499, loss: 3.6499 +2025-06-28 21:49:12,989 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:16:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.7107, loss: 3.7107 +2025-06-28 21:49:57,696 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:15:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.4685, loss: 3.4685 +2025-06-28 21:50:42,316 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:14:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.5797, loss: 3.5797 +2025-06-28 21:51:26,980 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:13:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.6629, loss: 3.6629 +2025-06-28 21:52:11,587 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:12:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.7382, loss: 3.7382 +2025-06-28 21:52:56,174 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:12:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.6219, loss: 3.6219 +2025-06-28 21:53:40,777 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:11:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.6224, loss: 3.6224 +2025-06-28 21:53:43,351 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-28 21:57:42,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:57:43,137 - pyskl - INFO - +top1_acc 0.7350 +top5_acc 0.9284 +2025-06-28 21:57:43,157 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7350, top5_acc: 0.9284 +2025-06-28 21:58:49,891 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:10:55, time: 0.667, data_time: 0.222, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4693, loss: 3.4693 +2025-06-28 21:59:34,480 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:10:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.5475, loss: 3.5475 +2025-06-28 22:00:19,006 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:09:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4587, loss: 3.4587 +2025-06-28 22:01:03,959 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:08:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.4979, loss: 3.4979 +2025-06-28 22:01:48,951 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:07:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.5993, loss: 3.5993 +2025-06-28 22:02:33,749 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:07:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.5303, loss: 3.5303 +2025-06-28 22:03:18,502 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:06:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.4982, loss: 3.4982 +2025-06-28 22:04:03,318 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:05:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.7479, loss: 3.7479 +2025-06-28 22:04:48,112 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:04:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.6248, loss: 3.6248 +2025-06-28 22:05:32,895 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:03:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.5370, loss: 3.5370 +2025-06-28 22:06:17,614 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:03:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.6499, loss: 3.6499 +2025-06-28 22:07:02,367 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:02:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.5244, loss: 3.5244 +2025-06-28 22:07:47,300 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:01:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6581, loss: 3.6581 +2025-06-28 22:08:31,892 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:00:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5961, loss: 3.5961 +2025-06-28 22:09:16,587 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 12:59:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.6712, loss: 3.6712 +2025-06-28 22:10:01,310 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 12:59:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6793, loss: 3.6793 +2025-06-28 22:10:46,055 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 12:58:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.5277, loss: 3.5277 +2025-06-28 22:11:30,904 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 12:57:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.5055, loss: 3.5055 +2025-06-28 22:12:15,690 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 12:56:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.5296, loss: 3.5296 +2025-06-28 22:13:00,527 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 12:56:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.5429, loss: 3.5429 +2025-06-28 22:13:45,214 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 12:55:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.6479, loss: 3.6479 +2025-06-28 22:14:29,847 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 12:54:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4556, loss: 3.4556 +2025-06-28 22:15:14,534 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 12:53:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 3.6418, loss: 3.6418 +2025-06-28 22:15:59,257 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 12:52:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.6520, loss: 3.6520 +2025-06-28 22:16:43,840 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 12:52:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.4994, loss: 3.4994 +2025-06-28 22:17:28,500 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 12:51:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5157, loss: 3.5157 +2025-06-28 22:18:13,160 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 12:50:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.7757, loss: 3.7757 +2025-06-28 22:18:57,563 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 12:49:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.6148, loss: 3.6148 +2025-06-28 22:19:41,923 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 12:48:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.6856, loss: 3.6856 +2025-06-28 22:20:26,491 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 12:48:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.5673, loss: 3.5673 +2025-06-28 22:21:11,059 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 12:47:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.6864, loss: 3.6864 +2025-06-28 22:21:55,733 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 12:46:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.5630, loss: 3.5630 +2025-06-28 22:22:40,289 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 12:45:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.5751, loss: 3.5751 +2025-06-28 22:23:24,872 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 12:45:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.5300, loss: 3.5300 +2025-06-28 22:23:27,471 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-28 22:42:50,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:42:51,079 - pyskl - INFO - +top1_acc 0.7622 +top5_acc 0.9467 +2025-06-28 22:42:51,128 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_61.pth was removed +2025-06-28 22:42:52,215 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-06-28 22:42:52,217 - pyskl - INFO - Best top1_acc is 0.7622 at 65 epoch. +2025-06-28 22:42:52,238 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7622, top5_acc: 0.9467 +2025-06-28 22:43:59,247 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 12:44:38, time: 0.670, data_time: 0.223, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.4186, loss: 3.4186 +2025-06-28 22:44:44,014 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 12:43:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5368, loss: 3.5368 +2025-06-28 22:45:28,751 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 12:43:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.5399, loss: 3.5399 +2025-06-28 22:46:13,605 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 12:42:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.4588, loss: 3.4588 +2025-06-28 22:46:58,351 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 12:41:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3751, loss: 3.3751 +2025-06-28 22:47:43,126 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 12:40:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.5160, loss: 3.5160 +2025-06-28 22:48:28,007 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 12:39:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5520, loss: 3.5520 +2025-06-28 22:49:12,803 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 12:39:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.4881, loss: 3.4881 +2025-06-28 22:49:57,664 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 12:38:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.4559, loss: 3.4559 +2025-06-28 22:50:42,368 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 12:37:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.6861, loss: 3.6861 +2025-06-28 22:51:27,080 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 12:36:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.6340, loss: 3.6340 +2025-06-28 22:52:11,941 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 12:36:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.5582, loss: 3.5582 +2025-06-28 22:52:56,620 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 12:35:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.4945, loss: 3.4945 +2025-06-28 22:53:41,243 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 12:34:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.5549, loss: 3.5549 +2025-06-28 22:54:25,876 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 12:33:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.6324, loss: 3.6324 +2025-06-28 22:55:10,449 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 12:32:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.5024, loss: 3.5024 +2025-06-28 22:55:55,194 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 12:32:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.5248, loss: 3.5248 +2025-06-28 22:56:39,787 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 12:31:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4815, loss: 3.4815 +2025-06-28 22:57:24,346 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 12:30:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.4354, loss: 3.4354 +2025-06-28 22:58:08,987 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 12:29:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.5394, loss: 3.5394 +2025-06-28 22:58:53,771 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 12:28:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.6807, loss: 3.6807 +2025-06-28 22:59:38,533 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 12:28:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.5845, loss: 3.5845 +2025-06-28 23:00:23,242 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 12:27:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.7541, loss: 3.7541 +2025-06-28 23:01:07,922 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 12:26:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.5676, loss: 3.5676 +2025-06-28 23:01:52,658 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 12:25:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.6567, loss: 3.6567 +2025-06-28 23:02:37,264 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 12:25:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.7398, loss: 3.7398 +2025-06-28 23:03:22,252 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:24:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.5616, loss: 3.5616 +2025-06-28 23:04:07,079 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:23:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.6002, loss: 3.6002 +2025-06-28 23:04:51,894 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 12:22:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.5066, loss: 3.5066 +2025-06-28 23:05:36,672 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 12:21:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 3.6611, loss: 3.6611 +2025-06-28 23:06:21,366 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 12:21:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.6254, loss: 3.6254 +2025-06-28 23:07:06,198 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 12:20:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.5577, loss: 3.5577 +2025-06-28 23:07:51,077 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 12:19:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.5906, loss: 3.5906 +2025-06-28 23:08:35,832 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 12:18:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.6095, loss: 3.6095 +2025-06-28 23:08:38,423 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-28 23:12:38,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:12:38,850 - pyskl - INFO - +top1_acc 0.7464 +top5_acc 0.9406 +2025-06-28 23:12:38,868 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7464, top5_acc: 0.9406 +2025-06-28 23:13:45,921 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:18:24, time: 0.670, data_time: 0.225, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.5100, loss: 3.5100 +2025-06-28 23:14:30,684 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:17:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.3734, loss: 3.3734 +2025-06-28 23:15:15,440 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:16:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5153, loss: 3.5153 +2025-06-28 23:16:00,234 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:16:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.5054, loss: 3.5054 +2025-06-28 23:16:45,072 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:15:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.5025, loss: 3.5025 +2025-06-28 23:17:29,874 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:14:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 3.5979, loss: 3.5979 +2025-06-28 23:18:14,602 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:13:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.4918, loss: 3.4918 +2025-06-28 23:18:59,366 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:12:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.3267, loss: 3.3267 +2025-06-28 23:19:44,105 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:12:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.3356, loss: 3.3356 +2025-06-28 23:20:28,790 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:11:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.5732, loss: 3.5732 +2025-06-28 23:21:13,598 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:10:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.5824, loss: 3.5824 +2025-06-28 23:21:58,354 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:09:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5425, loss: 3.5425 +2025-06-28 23:22:43,202 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:09:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.4759, loss: 3.4759 +2025-06-28 23:23:28,121 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:08:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.5019, loss: 3.5019 +2025-06-28 23:24:13,010 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:07:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6091, loss: 3.6091 +2025-06-28 23:24:57,843 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:06:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.6878, loss: 3.6878 +2025-06-28 23:25:42,642 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:05:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.5821, loss: 3.5821 +2025-06-28 23:26:27,407 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:05:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.4513, loss: 3.4513 +2025-06-28 23:27:12,255 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:04:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5296, loss: 3.5296 +2025-06-28 23:27:57,062 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:03:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 3.6932, loss: 3.6932 +2025-06-28 23:28:41,979 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:02:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 23:29:26,853 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:02:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5572, loss: 3.5572 +2025-06-28 23:30:11,815 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:01:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.5388, loss: 3.5388 +2025-06-28 23:30:56,803 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:00:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.6603, loss: 3.6603 +2025-06-28 23:31:41,640 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 11:59:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.5237, loss: 3.5237 +2025-06-28 23:32:26,522 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 11:58:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.4911, loss: 3.4911 +2025-06-28 23:33:11,549 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 11:58:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.5978, loss: 3.5978 +2025-06-28 23:33:56,427 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 11:57:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.5280, loss: 3.5280 +2025-06-28 23:34:41,176 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 11:56:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9613, loss_cls: 3.4138, loss: 3.4138 +2025-06-28 23:35:26,111 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 11:55:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.5674, loss: 3.5674 +2025-06-28 23:36:10,901 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 11:55:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 3.6362, loss: 3.6362 +2025-06-28 23:36:56,124 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 11:54:14, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.5856, loss: 3.5856 +2025-06-28 23:37:41,288 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 11:53:28, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.6153, loss: 3.6153 +2025-06-28 23:38:26,289 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 11:52:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.4701, loss: 3.4701 +2025-06-28 23:38:28,925 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-28 23:42:28,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:42:29,372 - pyskl - INFO - +top1_acc 0.7506 +top5_acc 0.9452 +2025-06-28 23:42:29,391 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7506, top5_acc: 0.9452 +2025-06-28 23:43:37,103 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 11:52:17, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.4777, loss: 3.4777 +2025-06-28 23:44:21,921 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 11:51:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.3481, loss: 3.3481 +2025-06-28 23:45:06,647 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 11:50:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4536, loss: 3.4536 +2025-06-28 23:45:51,393 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 11:49:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.3714, loss: 3.3714 +2025-06-28 23:46:36,141 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 11:49:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.4596, loss: 3.4596 +2025-06-28 23:47:21,008 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 11:48:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.5311, loss: 3.5311 +2025-06-28 23:48:06,174 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 11:47:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.4167, loss: 3.4167 +2025-06-28 23:48:51,170 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 11:46:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.5846, loss: 3.5846 +2025-06-28 23:49:36,040 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 11:46:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.3451, loss: 3.3451 +2025-06-28 23:50:20,867 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 11:45:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.5035, loss: 3.5035 +2025-06-28 23:51:05,525 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 11:44:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5246, loss: 3.5246 +2025-06-28 23:51:50,258 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 11:43:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.4127, loss: 3.4127 +2025-06-28 23:52:35,031 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 11:42:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.5676, loss: 3.5676 +2025-06-28 23:53:19,745 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 11:42:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5625, loss: 3.5625 +2025-06-28 23:54:04,498 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 11:41:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.6088, loss: 3.6088 +2025-06-28 23:54:49,277 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 11:40:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.5609, loss: 3.5609 +2025-06-28 23:55:34,097 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 11:39:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.5381, loss: 3.5381 +2025-06-28 23:56:18,770 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 11:39:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.6066, loss: 3.6066 +2025-06-28 23:57:03,522 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 11:38:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.4329, loss: 3.4329 +2025-06-28 23:57:48,449 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 11:37:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9519, loss_cls: 3.6787, loss: 3.6787 +2025-06-28 23:58:33,369 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 11:36:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.5820, loss: 3.5820 +2025-06-28 23:59:18,138 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 11:35:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.4468, loss: 3.4468 +2025-06-29 00:00:03,116 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 11:35:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.6191, loss: 3.6191 +2025-06-29 00:00:48,000 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 11:34:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.5573, loss: 3.5573 +2025-06-29 00:01:32,739 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 11:33:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.5930, loss: 3.5930 +2025-06-29 00:02:17,763 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 11:32:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.5936, loss: 3.5936 +2025-06-29 00:03:02,566 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 11:32:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.5539, loss: 3.5539 +2025-06-29 00:03:47,456 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 11:31:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.5778, loss: 3.5778 +2025-06-29 00:04:32,423 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 11:30:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.5463, loss: 3.5463 +2025-06-29 00:05:17,263 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 11:29:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.5647, loss: 3.5647 +2025-06-29 00:06:02,086 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 11:28:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.5724, loss: 3.5724 +2025-06-29 00:06:46,972 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 11:28:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 3.5695, loss: 3.5695 +2025-06-29 00:07:31,772 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 11:27:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.7105, loss: 3.7105 +2025-06-29 00:08:16,542 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 11:26:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.5205, loss: 3.5205 +2025-06-29 00:08:19,233 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-29 00:12:17,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:12:17,607 - pyskl - INFO - +top1_acc 0.7172 +top5_acc 0.9288 +2025-06-29 00:12:17,629 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7172, top5_acc: 0.9288 +2025-06-29 00:13:25,473 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 11:26:10, time: 0.678, data_time: 0.227, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 3.4385, loss: 3.4385 +2025-06-29 00:14:10,341 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 11:25:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 3.5308, loss: 3.5308 +2025-06-29 00:14:55,079 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:24:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.3694, loss: 3.3694 +2025-06-29 00:15:39,800 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:23:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.4636, loss: 3.4636 +2025-06-29 00:16:24,746 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:23:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.3566, loss: 3.3566 +2025-06-29 00:17:09,827 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:22:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.5843, loss: 3.5843 +2025-06-29 00:17:54,684 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 11:21:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.5209, loss: 3.5209 +2025-06-29 00:18:39,455 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 11:20:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.5179, loss: 3.5179 +2025-06-29 00:19:24,178 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 11:19:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.5662, loss: 3.5662 +2025-06-29 00:20:08,899 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:19:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4193, loss: 3.4193 +2025-06-29 00:20:53,981 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:18:23, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.5911, loss: 3.5911 +2025-06-29 00:21:38,977 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:17:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.4097, loss: 3.4097 +2025-06-29 00:22:23,750 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:16:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.3857, loss: 3.3857 +2025-06-29 00:23:08,540 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:16:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9725, loss_cls: 3.6093, loss: 3.6093 +2025-06-29 00:23:53,272 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:15:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.4487, loss: 3.4487 +2025-06-29 00:24:37,930 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:14:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5946, loss: 3.5946 +2025-06-29 00:25:22,615 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:13:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.4789, loss: 3.4789 +2025-06-29 00:26:07,215 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:12:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 3.6162, loss: 3.6162 +2025-06-29 00:26:51,778 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:12:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.4774, loss: 3.4774 +2025-06-29 00:27:36,550 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:11:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.4635, loss: 3.4635 +2025-06-29 00:28:21,213 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:10:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.4995, loss: 3.4995 +2025-06-29 00:29:05,980 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:09:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.5363, loss: 3.5363 +2025-06-29 00:29:50,627 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:09:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9606, loss_cls: 3.4965, loss: 3.4965 +2025-06-29 00:30:35,315 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:08:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.5011, loss: 3.5011 +2025-06-29 00:31:19,995 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:07:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.6000, loss: 3.6000 +2025-06-29 00:32:04,766 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:06:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4421, loss: 3.4421 +2025-06-29 00:32:49,534 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:05:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.4097, loss: 3.4097 +2025-06-29 00:33:34,245 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:05:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.5440, loss: 3.5440 +2025-06-29 00:34:18,842 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:04:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9769, loss_cls: 3.4623, loss: 3.4623 +2025-06-29 00:35:03,469 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:03:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.4932, loss: 3.4932 +2025-06-29 00:35:48,111 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:02:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 3.6160, loss: 3.6160 +2025-06-29 00:36:32,762 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.6077, loss: 3.6077 +2025-06-29 00:37:17,504 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:01:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.5141, loss: 3.5141 +2025-06-29 00:38:02,273 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:00:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9744, loss_cls: 3.5829, loss: 3.5829 +2025-06-29 00:38:04,836 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-29 00:42:04,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:42:05,239 - pyskl - INFO - +top1_acc 0.7377 +top5_acc 0.9381 +2025-06-29 00:42:05,257 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7377, top5_acc: 0.9381 +2025-06-29 00:43:12,131 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 10:59:59, time: 0.669, data_time: 0.222, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.4756, loss: 3.4756 +2025-06-29 00:43:56,785 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 10:59:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.3709, loss: 3.3709 +2025-06-29 00:44:41,505 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 10:58:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.4372, loss: 3.4372 +2025-06-29 00:45:26,170 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 10:57:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.5554, loss: 3.5554 +2025-06-29 00:46:10,816 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 10:56:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.5062, loss: 3.5062 +2025-06-29 00:46:55,807 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 10:56:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.5185, loss: 3.5185 +2025-06-29 00:47:40,430 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 10:55:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.5574, loss: 3.5574 +2025-06-29 00:48:25,131 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 10:54:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.4001, loss: 3.4001 +2025-06-29 00:49:09,742 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 10:53:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.4299, loss: 3.4299 +2025-06-29 00:49:54,632 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 10:52:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.5569, loss: 3.5569 +2025-06-29 00:50:39,481 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 10:52:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.4433, loss: 3.4433 +2025-06-29 00:51:24,431 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 10:51:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.4487, loss: 3.4487 +2025-06-29 00:52:09,130 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 10:50:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.5467, loss: 3.5467 +2025-06-29 00:52:53,744 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 10:49:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.5649, loss: 3.5649 +2025-06-29 00:53:38,595 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 10:49:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.4677, loss: 3.4677 +2025-06-29 00:54:23,659 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 10:48:17, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.5241, loss: 3.5241 +2025-06-29 00:55:08,391 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 10:47:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5823, loss: 3.5823 +2025-06-29 00:55:53,055 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 10:46:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.5539, loss: 3.5539 +2025-06-29 00:56:37,784 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 10:45:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.5116, loss: 3.5116 +2025-06-29 00:57:22,390 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 10:45:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.4058, loss: 3.4058 +2025-06-29 00:58:07,121 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 10:44:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.6279, loss: 3.6279 +2025-06-29 00:58:51,778 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 10:43:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 3.4267, loss: 3.4267 +2025-06-29 00:59:36,489 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 10:42:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.5528, loss: 3.5528 +2025-06-29 01:00:21,144 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 10:42:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.5250, loss: 3.5250 +2025-06-29 01:01:05,757 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 10:41:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.4444, loss: 3.4444 +2025-06-29 01:01:50,398 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 10:40:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5120, loss: 3.5120 +2025-06-29 01:02:35,061 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 10:39:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.5327, loss: 3.5327 +2025-06-29 01:03:19,655 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 10:38:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.5100, loss: 3.5100 +2025-06-29 01:04:04,304 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 10:38:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.5352, loss: 3.5352 +2025-06-29 01:04:48,906 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 10:37:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5702, loss: 3.5702 +2025-06-29 01:05:33,521 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 10:36:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.4301, loss: 3.4301 +2025-06-29 01:06:18,170 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 10:35:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4312, loss: 3.4312 +2025-06-29 01:07:02,798 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 10:35:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.6932, loss: 3.6932 +2025-06-29 01:07:47,505 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 10:34:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.4222, loss: 3.4222 +2025-06-29 01:07:50,120 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-29 01:27:01,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:27:01,690 - pyskl - INFO - +top1_acc 0.7356 +top5_acc 0.9325 +2025-06-29 01:27:01,711 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7356, top5_acc: 0.9325 +2025-06-29 01:28:09,514 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 10:33:48, time: 0.678, data_time: 0.231, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.5071, loss: 3.5071 +2025-06-29 01:28:54,268 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 10:33:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9812, loss_cls: 3.4192, loss: 3.4192 +2025-06-29 01:29:38,940 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 10:32:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.4695, loss: 3.4695 +2025-06-29 01:30:23,693 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 10:31:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2816, loss: 3.2816 +2025-06-29 01:31:08,508 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 10:30:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.4874, loss: 3.4874 +2025-06-29 01:31:53,264 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 10:29:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 3.3955, loss: 3.3955 +2025-06-29 01:32:37,905 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 10:29:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.4932, loss: 3.4932 +2025-06-29 01:33:22,542 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 10:28:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 3.5645, loss: 3.5645 +2025-06-29 01:34:07,185 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 10:27:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.3616, loss: 3.3616 +2025-06-29 01:34:51,800 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 10:26:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.4777, loss: 3.4777 +2025-06-29 01:35:36,454 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 10:26:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 3.5025, loss: 3.5025 +2025-06-29 01:36:21,042 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:25:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.4922, loss: 3.4922 +2025-06-29 01:37:05,678 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:24:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.3585, loss: 3.3585 +2025-06-29 01:37:50,316 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:23:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.3746, loss: 3.3746 +2025-06-29 01:38:34,972 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:22:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.3553, loss: 3.3553 +2025-06-29 01:39:19,594 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:22:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.4331, loss: 3.4331 +2025-06-29 01:40:04,303 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:21:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.5363, loss: 3.5363 +2025-06-29 01:40:48,985 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 10:20:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.4862, loss: 3.4862 +2025-06-29 01:41:33,716 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:19:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.5301, loss: 3.5301 +2025-06-29 01:42:18,492 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:18:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.5342, loss: 3.5342 +2025-06-29 01:43:03,482 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:18:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.4999, loss: 3.4999 +2025-06-29 01:43:48,194 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:17:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.4748, loss: 3.4748 +2025-06-29 01:44:32,975 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:16:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.5243, loss: 3.5243 +2025-06-29 01:45:17,982 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:15:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9550, loss_cls: 3.5195, loss: 3.5195 +2025-06-29 01:46:02,806 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:15:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.5060, loss: 3.5060 +2025-06-29 01:46:47,463 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:14:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.3274, loss: 3.3274 +2025-06-29 01:47:32,190 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:13:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4220, loss: 3.4220 +2025-06-29 01:48:17,097 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:12:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.5715, loss: 3.5715 +2025-06-29 01:49:01,812 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:11:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.5292, loss: 3.5292 +2025-06-29 01:49:46,521 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:11:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.4922, loss: 3.4922 +2025-06-29 01:50:31,200 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:10:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4304, loss: 3.4304 +2025-06-29 01:51:15,841 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:09:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5387, loss: 3.5387 +2025-06-29 01:52:00,460 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:08:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9606, loss_cls: 3.4888, loss: 3.4888 +2025-06-29 01:52:45,125 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:08:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.5445, loss: 3.5445 +2025-06-29 01:52:47,738 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-29 01:56:45,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:56:45,896 - pyskl - INFO - +top1_acc 0.7498 +top5_acc 0.9424 +2025-06-29 01:56:45,913 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7498, top5_acc: 0.9424 +2025-06-29 01:57:53,160 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:07:37, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9825, loss_cls: 3.3209, loss: 3.3209 +2025-06-29 01:58:37,877 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:06:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 3.3124, loss: 3.3124 +2025-06-29 01:59:22,424 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:06:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.4747, loss: 3.4747 +2025-06-29 02:00:07,042 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:05:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.2826, loss: 3.2826 +2025-06-29 02:00:51,746 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:04:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.4475, loss: 3.4475 +2025-06-29 02:01:36,375 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:03:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4658, loss: 3.4658 +2025-06-29 02:02:21,039 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:02:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.3778, loss: 3.3778 +2025-06-29 02:03:05,660 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:02:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.4731, loss: 3.4731 +2025-06-29 02:03:50,343 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:01:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.5696, loss: 3.5696 +2025-06-29 02:04:34,971 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:00:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.3560, loss: 3.3560 +2025-06-29 02:05:19,599 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 9:59:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.3978, loss: 3.3978 +2025-06-29 02:06:04,306 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 9:59:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.3659, loss: 3.3659 +2025-06-29 02:06:49,199 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 9:58:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.4353, loss: 3.4353 +2025-06-29 02:07:33,919 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 9:57:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.2975, loss: 3.2975 +2025-06-29 02:08:18,571 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 9:56:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4926, loss: 3.4926 +2025-06-29 02:09:03,324 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 9:55:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.5043, loss: 3.5043 +2025-06-29 02:09:47,990 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 9:55:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 3.4914, loss: 3.4914 +2025-06-29 02:10:32,834 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 9:54:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.3810, loss: 3.3810 +2025-06-29 02:11:17,807 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 9:53:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.3388, loss: 3.3388 +2025-06-29 02:12:02,810 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 9:52:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.4824, loss: 3.4824 +2025-06-29 02:12:47,958 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 9:52:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.3389, loss: 3.3389 +2025-06-29 02:13:32,878 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 9:51:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.4427, loss: 3.4427 +2025-06-29 02:14:17,914 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 9:50:30, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.5702, loss: 3.5702 +2025-06-29 02:15:02,748 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 9:49:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.6770, loss: 3.6770 +2025-06-29 02:15:47,467 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 9:48:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.4458, loss: 3.4458 +2025-06-29 02:16:32,211 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 9:48:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.4683, loss: 3.4683 +2025-06-29 02:17:16,883 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 9:47:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.4246, loss: 3.4246 +2025-06-29 02:18:01,621 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 9:46:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 3.5108, loss: 3.5108 +2025-06-29 02:18:46,296 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 9:45:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.3734, loss: 3.3734 +2025-06-29 02:19:30,883 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 9:45:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9719, loss_cls: 3.5932, loss: 3.5932 +2025-06-29 02:20:15,622 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 9:44:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.4735, loss: 3.4735 +2025-06-29 02:21:00,406 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 9:43:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.5517, loss: 3.5517 +2025-06-29 02:21:45,091 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 9:42:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.5130, loss: 3.5130 +2025-06-29 02:22:29,757 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 9:41:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.5238, loss: 3.5238 +2025-06-29 02:22:32,439 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-29 02:26:30,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:26:31,209 - pyskl - INFO - +top1_acc 0.7667 +top5_acc 0.9479 +2025-06-29 02:26:31,266 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_65.pth was removed +2025-06-29 02:26:32,317 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2025-06-29 02:26:32,319 - pyskl - INFO - Best top1_acc is 0.7667 at 72 epoch. +2025-06-29 02:26:32,338 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7667, top5_acc: 0.9479 +2025-06-29 02:27:40,059 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 9:41:29, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.3331, loss: 3.3331 +2025-06-29 02:28:24,605 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 9:40:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.4516, loss: 3.4516 +2025-06-29 02:29:09,194 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 9:39:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.4673, loss: 3.4673 +2025-06-29 02:29:53,852 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 9:39:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.4261, loss: 3.4261 +2025-06-29 02:30:38,589 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 9:38:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.3378, loss: 3.3378 +2025-06-29 02:31:23,295 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 9:37:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.3555, loss: 3.3555 +2025-06-29 02:32:07,978 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 9:36:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.4832, loss: 3.4832 +2025-06-29 02:32:52,656 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 9:36:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.3842, loss: 3.3842 +2025-06-29 02:33:37,238 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 9:35:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.3329, loss: 3.3329 +2025-06-29 02:34:21,858 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 9:34:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.3770, loss: 3.3770 +2025-06-29 02:35:06,512 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 9:33:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.3739, loss: 3.3739 +2025-06-29 02:35:51,176 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 9:32:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.5480, loss: 3.5480 +2025-06-29 02:36:35,997 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 9:32:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.4441, loss: 3.4441 +2025-06-29 02:37:20,840 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 9:31:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.4296, loss: 3.4296 +2025-06-29 02:38:05,499 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 9:30:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.4410, loss: 3.4410 +2025-06-29 02:38:50,144 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 9:29:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 3.4094, loss: 3.4094 +2025-06-29 02:39:34,949 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 9:29:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.5089, loss: 3.5089 +2025-06-29 02:40:19,554 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 9:28:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4336, loss: 3.4336 +2025-06-29 02:41:04,533 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 9:27:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.3804, loss: 3.3804 +2025-06-29 02:41:49,111 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 9:26:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.5041, loss: 3.5041 +2025-06-29 02:42:33,847 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:25:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.5802, loss: 3.5802 +2025-06-29 02:43:18,615 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:25:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.2682, loss: 3.2682 +2025-06-29 02:44:03,639 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:24:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.4252, loss: 3.4252 +2025-06-29 02:44:48,637 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:23:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5185, loss: 3.5185 +2025-06-29 02:45:33,416 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:22:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.4812, loss: 3.4812 +2025-06-29 02:46:18,131 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:22:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.4442, loss: 3.4442 +2025-06-29 02:47:02,773 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:21:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.4053, loss: 3.4053 +2025-06-29 02:47:47,434 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:20:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4648, loss: 3.4648 +2025-06-29 02:48:32,150 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:19:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.5135, loss: 3.5135 +2025-06-29 02:49:16,883 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:18:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.3145, loss: 3.3145 +2025-06-29 02:50:01,623 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:18:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.4063, loss: 3.4063 +2025-06-29 02:50:46,428 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:17:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.4262, loss: 3.4262 +2025-06-29 02:51:31,026 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:16:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5258, loss: 3.5258 +2025-06-29 02:52:15,662 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:15:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.3338, loss: 3.3338 +2025-06-29 02:52:18,332 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-29 02:56:16,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:56:17,348 - pyskl - INFO - +top1_acc 0.7484 +top5_acc 0.9457 +2025-06-29 02:56:17,369 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7484, top5_acc: 0.9457 +2025-06-29 02:57:25,859 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:15:22, time: 0.685, data_time: 0.236, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.3677, loss: 3.3677 +2025-06-29 02:58:10,764 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:14:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.4402, loss: 3.4402 +2025-06-29 02:58:55,733 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:13:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.3323, loss: 3.3323 +2025-06-29 02:59:40,623 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:13:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.3204, loss: 3.3204 +2025-06-29 03:00:25,421 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:12:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3039, loss: 3.3039 +2025-06-29 03:01:10,092 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:11:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 3.3671, loss: 3.3671 +2025-06-29 03:01:54,844 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:10:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.3769, loss: 3.3769 +2025-06-29 03:02:39,694 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:09:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.3540, loss: 3.3540 +2025-06-29 03:03:24,467 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:09:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 3.3216, loss: 3.3216 +2025-06-29 03:04:09,275 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:08:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.3356, loss: 3.3356 +2025-06-29 03:04:53,961 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:07:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.3323, loss: 3.3323 +2025-06-29 03:05:38,683 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:06:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.4223, loss: 3.4223 +2025-06-29 03:06:23,524 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:06:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.2928, loss: 3.2928 +2025-06-29 03:07:08,358 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:05:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.3767, loss: 3.3767 +2025-06-29 03:07:53,131 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:04:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.6388, loss: 3.6388 +2025-06-29 03:08:37,784 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:03:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.4583, loss: 3.4583 +2025-06-29 03:09:22,570 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:02:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.2774, loss: 3.2774 +2025-06-29 03:10:07,478 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:02:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4336, loss: 3.4336 +2025-06-29 03:10:52,360 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:01:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.4691, loss: 3.4691 +2025-06-29 03:11:37,110 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:00:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.4532, loss: 3.4532 +2025-06-29 03:12:21,954 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 8:59:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.5003, loss: 3.5003 +2025-06-29 03:13:06,835 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 8:59:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.3955, loss: 3.3955 +2025-06-29 03:13:51,492 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 8:58:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.4894, loss: 3.4894 +2025-06-29 03:14:36,124 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 8:57:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.4334, loss: 3.4334 +2025-06-29 03:15:20,724 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 8:56:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.5529, loss: 3.5529 +2025-06-29 03:16:05,295 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 8:55:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.4160, loss: 3.4160 +2025-06-29 03:16:49,792 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 8:55:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.4585, loss: 3.4585 +2025-06-29 03:17:34,335 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 8:54:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4131, loss: 3.4131 +2025-06-29 03:18:18,882 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 8:53:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.4783, loss: 3.4783 +2025-06-29 03:19:03,374 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 8:52:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.4575, loss: 3.4575 +2025-06-29 03:19:47,843 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 8:52:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5228, loss: 3.5228 +2025-06-29 03:20:32,367 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 8:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 3.4711, loss: 3.4711 +2025-06-29 03:21:16,770 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 8:50:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 3.4189, loss: 3.4189 +2025-06-29 03:22:01,240 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 8:49:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.5838, loss: 3.5838 +2025-06-29 03:22:03,793 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-29 03:26:03,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:26:03,714 - pyskl - INFO - +top1_acc 0.7808 +top5_acc 0.9525 +2025-06-29 03:26:03,770 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_72.pth was removed +2025-06-29 03:26:04,852 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-06-29 03:26:04,853 - pyskl - INFO - Best top1_acc is 0.7808 at 74 epoch. +2025-06-29 03:26:04,876 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7808, top5_acc: 0.9525 +2025-06-29 03:27:12,562 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 8:49:13, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.3446, loss: 3.3446 +2025-06-29 03:27:57,316 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 8:48:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.4509, loss: 3.4509 +2025-06-29 03:28:42,002 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 8:47:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.2783, loss: 3.2783 +2025-06-29 03:29:26,915 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 8:46:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.3643, loss: 3.3643 +2025-06-29 03:30:11,901 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 8:46:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3524, loss: 3.3524 +2025-06-29 03:30:56,907 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 8:45:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4351, loss: 3.4351 +2025-06-29 03:31:41,842 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 8:44:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.4019, loss: 3.4019 +2025-06-29 03:32:26,811 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 8:43:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.4343, loss: 3.4343 +2025-06-29 03:33:12,148 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 8:43:02, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4398, loss: 3.4398 +2025-06-29 03:33:57,310 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 8:42:16, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.2481, loss: 3.2481 +2025-06-29 03:34:42,476 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 8:41:30, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.4333, loss: 3.4333 +2025-06-29 03:35:27,448 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 8:40:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.3880, loss: 3.3880 +2025-06-29 03:36:12,609 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 8:39:57, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4134, loss: 3.4134 +2025-06-29 03:36:57,875 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 8:39:11, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.4138, loss: 3.4138 +2025-06-29 03:37:42,701 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 8:38:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.4096, loss: 3.4096 +2025-06-29 03:38:27,647 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 8:37:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3833, loss: 3.3833 +2025-06-29 03:39:12,487 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 8:36:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 3.3733, loss: 3.3733 +2025-06-29 03:39:57,117 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 8:36:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.4591, loss: 3.4591 +2025-06-29 03:40:41,875 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 8:35:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.4568, loss: 3.4568 +2025-06-29 03:41:26,691 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 8:34:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.4158, loss: 3.4158 +2025-06-29 03:42:11,459 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 8:33:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.3906, loss: 3.3906 +2025-06-29 03:42:56,231 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 8:32:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.4481, loss: 3.4481 +2025-06-29 03:43:40,959 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 8:32:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.3920, loss: 3.3920 +2025-06-29 03:44:25,679 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 8:31:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.4720, loss: 3.4720 +2025-06-29 03:45:10,424 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 8:30:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.2767, loss: 3.2767 +2025-06-29 03:45:55,211 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 8:29:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.5359, loss: 3.5359 +2025-06-29 03:46:39,943 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 8:29:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.4142, loss: 3.4142 +2025-06-29 03:47:24,622 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 8:28:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.2335, loss: 3.2335 +2025-06-29 03:48:09,365 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 8:27:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.3811, loss: 3.3811 +2025-06-29 03:48:54,122 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:26:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.5439, loss: 3.5439 +2025-06-29 03:49:38,920 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:25:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.4453, loss: 3.4453 +2025-06-29 03:50:23,643 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:25:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4624, loss: 3.4624 +2025-06-29 03:51:08,330 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:24:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.4706, loss: 3.4706 +2025-06-29 03:51:53,057 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:23:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.3748, loss: 3.3748 +2025-06-29 03:51:55,677 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-29 04:10:22,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:10:23,467 - pyskl - INFO - +top1_acc 0.7376 +top5_acc 0.9345 +2025-06-29 04:10:23,489 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7376, top5_acc: 0.9345 +2025-06-29 04:11:31,040 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:23:11, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.3812, loss: 3.3812 +2025-06-29 04:12:15,854 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:22:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.3696, loss: 3.3696 +2025-06-29 04:13:00,707 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:21:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.2348, loss: 3.2348 +2025-06-29 04:13:45,581 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:20:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.2169, loss: 3.2169 +2025-06-29 04:14:30,380 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:20:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.2984, loss: 3.2984 +2025-06-29 04:15:15,317 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:19:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.3623, loss: 3.3623 +2025-06-29 04:16:00,102 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:18:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.2795, loss: 3.2795 +2025-06-29 04:16:44,872 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:17:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.3661, loss: 3.3661 +2025-06-29 04:17:29,549 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:16:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5057, loss: 3.5057 +2025-06-29 04:18:14,314 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:16:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.3240, loss: 3.3240 +2025-06-29 04:18:59,014 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.2970, loss: 3.2970 +2025-06-29 04:19:43,662 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:14:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.2853, loss: 3.2853 +2025-06-29 04:20:28,271 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:13:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.4193, loss: 3.4193 +2025-06-29 04:21:12,919 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:13:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.4949, loss: 3.4949 +2025-06-29 04:21:57,605 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:12:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.3699, loss: 3.3699 +2025-06-29 04:22:42,340 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:11:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.3644, loss: 3.3644 +2025-06-29 04:23:27,170 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:10:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.4408, loss: 3.4408 +2025-06-29 04:24:11,860 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:09:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.4034, loss: 3.4034 +2025-06-29 04:24:56,482 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:09:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.3608, loss: 3.3608 +2025-06-29 04:25:41,177 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:08:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.4505, loss: 3.4505 +2025-06-29 04:26:26,186 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:07:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.3702, loss: 3.3702 +2025-06-29 04:27:11,344 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:06:53, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.3032, loss: 3.3032 +2025-06-29 04:27:55,943 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.4154, loss: 3.4154 +2025-06-29 04:28:40,561 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:05:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4224, loss: 3.4224 +2025-06-29 04:29:25,240 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:04:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.4465, loss: 3.4465 +2025-06-29 04:30:10,243 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:03:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.3415, loss: 3.3415 +2025-06-29 04:30:55,084 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:03:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.3879, loss: 3.3879 +2025-06-29 04:31:39,848 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:02:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.3869, loss: 3.3869 +2025-06-29 04:32:24,510 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:01:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4445, loss: 3.4445 +2025-06-29 04:33:09,217 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:00:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.3862, loss: 3.3862 +2025-06-29 04:33:53,874 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 7:59:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.4666, loss: 3.4666 +2025-06-29 04:34:38,605 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 7:59:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.4566, loss: 3.4566 +2025-06-29 04:35:23,374 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 7:58:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.3338, loss: 3.3338 +2025-06-29 04:36:08,184 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 7:57:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.3538, loss: 3.3538 +2025-06-29 04:36:10,776 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-29 04:40:10,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:40:11,071 - pyskl - INFO - +top1_acc 0.7606 +top5_acc 0.9497 +2025-06-29 04:40:11,093 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7606, top5_acc: 0.9497 +2025-06-29 04:41:18,163 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 7:57:05, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.1922, loss: 3.1922 +2025-06-29 04:42:02,995 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 7:56:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.4364, loss: 3.4364 +2025-06-29 04:42:47,881 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 7:55:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.3371, loss: 3.3371 +2025-06-29 04:43:32,765 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 7:54:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.3661, loss: 3.3661 +2025-06-29 04:44:17,555 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 7:53:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.2674, loss: 3.2674 +2025-06-29 04:45:02,359 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 7:53:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9637, loss_cls: 3.3877, loss: 3.3877 +2025-06-29 04:45:47,215 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 7:52:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.4176, loss: 3.4176 +2025-06-29 04:46:32,046 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 7:51:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.2399, loss: 3.2399 +2025-06-29 04:47:16,853 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 7:50:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.3688, loss: 3.3688 +2025-06-29 04:48:01,675 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 7:50:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.4297, loss: 3.4297 +2025-06-29 04:48:46,475 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 7:49:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.2439, loss: 3.2439 +2025-06-29 04:49:31,351 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 7:48:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.3706, loss: 3.3706 +2025-06-29 04:50:16,223 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 7:47:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2930, loss: 3.2930 +2025-06-29 04:51:01,135 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 7:47:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.4720, loss: 3.4720 +2025-06-29 04:51:46,138 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 7:46:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3619, loss: 3.3619 +2025-06-29 04:52:31,053 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 7:45:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.3746, loss: 3.3746 +2025-06-29 04:53:16,021 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 7:44:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.3751, loss: 3.3751 +2025-06-29 04:54:00,794 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 7:43:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.3531, loss: 3.3531 +2025-06-29 04:54:45,716 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 7:43:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.3542, loss: 3.3542 +2025-06-29 04:55:30,544 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 7:42:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2842, loss: 3.2842 +2025-06-29 04:56:15,350 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 7:41:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.2908, loss: 3.2908 +2025-06-29 04:57:00,167 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 7:40:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.4751, loss: 3.4751 +2025-06-29 04:57:44,866 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 7:40:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.4065, loss: 3.4065 +2025-06-29 04:58:29,647 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 7:39:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.3564, loss: 3.3564 +2025-06-29 04:59:14,437 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 7:38:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9613, loss_cls: 3.3968, loss: 3.3968 +2025-06-29 04:59:59,117 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 7:37:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.5109, loss: 3.5109 +2025-06-29 05:00:44,037 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 7:36:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.3664, loss: 3.3664 +2025-06-29 05:01:28,783 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 7:36:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.2667, loss: 3.2667 +2025-06-29 05:02:13,601 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 7:35:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4574, loss: 3.4574 +2025-06-29 05:02:58,358 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 7:34:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.4162, loss: 3.4162 +2025-06-29 05:03:43,351 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 7:33:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.2956, loss: 3.2956 +2025-06-29 05:04:28,251 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 7:33:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.5377, loss: 3.5377 +2025-06-29 05:05:13,294 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 7:32:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.5096, loss: 3.5096 +2025-06-29 05:05:58,173 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 7:31:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.3897, loss: 3.3897 +2025-06-29 05:06:00,808 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-29 05:10:00,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:10:00,977 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9556 +2025-06-29 05:10:01,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_74.pth was removed +2025-06-29 05:10:02,248 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-06-29 05:10:02,249 - pyskl - INFO - Best top1_acc is 0.7852 at 77 epoch. +2025-06-29 05:10:02,272 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7852, top5_acc: 0.9556 +2025-06-29 05:11:10,176 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 7:31:03, time: 0.679, data_time: 0.231, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 3.1842, loss: 3.1842 +2025-06-29 05:11:54,868 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 7:30:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.2367, loss: 3.2367 +2025-06-29 05:12:39,555 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 7:29:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.3496, loss: 3.3496 +2025-06-29 05:13:24,294 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 7:28:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3609, loss: 3.3609 +2025-06-29 05:14:08,986 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 7:27:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.3301, loss: 3.3301 +2025-06-29 05:14:53,776 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:27:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1457, loss: 3.1457 +2025-06-29 05:15:38,496 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:26:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.2695, loss: 3.2695 +2025-06-29 05:16:23,160 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:25:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.3260, loss: 3.3260 +2025-06-29 05:17:07,882 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:24:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3274, loss: 3.3274 +2025-06-29 05:17:52,502 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:24:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2893, loss: 3.2893 +2025-06-29 05:18:37,102 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:23:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.3576, loss: 3.3576 +2025-06-29 05:19:21,818 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:22:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.3406, loss: 3.3406 +2025-06-29 05:20:06,726 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:21:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 3.2265, loss: 3.2265 +2025-06-29 05:20:51,480 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:20:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9856, loss_cls: 3.2974, loss: 3.2974 +2025-06-29 05:21:36,225 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:20:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.3033, loss: 3.3033 +2025-06-29 05:22:21,234 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:19:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4218, loss: 3.4218 +2025-06-29 05:23:06,195 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:18:39, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.3131, loss: 3.3131 +2025-06-29 05:23:50,984 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:17:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.3543, loss: 3.3543 +2025-06-29 05:24:35,604 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:17:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.3167, loss: 3.3167 +2025-06-29 05:25:20,295 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:16:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.3846, loss: 3.3846 +2025-06-29 05:26:05,282 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:15:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.1911, loss: 3.1911 +2025-06-29 05:26:50,393 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:14:47, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.3607, loss: 3.3607 +2025-06-29 05:27:35,471 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:14:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.3999, loss: 3.3999 +2025-06-29 05:28:20,170 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:13:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3159, loss: 3.3159 +2025-06-29 05:29:04,788 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:12:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.3389, loss: 3.3389 +2025-06-29 05:29:49,513 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:11:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.3997, loss: 3.3997 +2025-06-29 05:30:34,785 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:10:55, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.3364, loss: 3.3364 +2025-06-29 05:31:19,457 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:10:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.2332, loss: 3.2332 +2025-06-29 05:32:04,083 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:09:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.6014, loss: 3.6014 +2025-06-29 05:32:48,665 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:08:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4134, loss: 3.4134 +2025-06-29 05:33:33,270 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:07:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.4986, loss: 3.4986 +2025-06-29 05:34:17,859 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:07:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.4600, loss: 3.4600 +2025-06-29 05:35:02,702 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:06:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.3607, loss: 3.3607 +2025-06-29 05:35:47,432 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:05:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.3900, loss: 3.3900 +2025-06-29 05:35:50,040 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-29 05:39:49,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:39:50,502 - pyskl - INFO - +top1_acc 0.7441 +top5_acc 0.9423 +2025-06-29 05:39:50,522 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7441, top5_acc: 0.9423 +2025-06-29 05:40:58,064 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:04:59, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.3030, loss: 3.3030 +2025-06-29 05:41:42,856 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:04:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.3495, loss: 3.3495 +2025-06-29 05:42:27,686 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:03:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3445, loss: 3.3445 +2025-06-29 05:43:12,660 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:02:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3049, loss: 3.3049 +2025-06-29 05:43:57,650 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:01:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.3295, loss: 3.3295 +2025-06-29 05:44:42,413 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:01:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.2489, loss: 3.2489 +2025-06-29 05:45:27,198 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:00:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.2855, loss: 3.2855 +2025-06-29 05:46:11,958 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 6:59:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.3871, loss: 3.3871 +2025-06-29 05:46:56,711 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 6:58:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.2868, loss: 3.2868 +2025-06-29 05:47:41,534 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 6:58:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.3011, loss: 3.3011 +2025-06-29 05:48:26,395 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 6:57:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.3435, loss: 3.3435 +2025-06-29 05:49:11,259 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 6:56:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.3693, loss: 3.3693 +2025-06-29 05:49:56,020 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 6:55:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.2887, loss: 3.2887 +2025-06-29 05:50:40,766 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 6:54:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3110, loss: 3.3110 +2025-06-29 05:51:25,687 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 6:54:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.4285, loss: 3.4285 +2025-06-29 05:52:10,513 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 6:53:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.2758, loss: 3.2758 +2025-06-29 05:52:55,294 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 6:52:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.4085, loss: 3.4085 +2025-06-29 05:53:40,050 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 6:51:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9744, loss_cls: 3.2298, loss: 3.2298 +2025-06-29 05:54:24,919 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 6:51:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.4697, loss: 3.4697 +2025-06-29 05:55:09,743 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 6:50:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.2979, loss: 3.2979 +2025-06-29 05:55:54,518 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 6:49:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 3.3543, loss: 3.3543 +2025-06-29 05:56:39,200 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 6:48:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.2591, loss: 3.2591 +2025-06-29 05:57:23,900 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 6:47:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 3.2449, loss: 3.2449 +2025-06-29 05:58:08,525 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 6:47:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.3641, loss: 3.3641 +2025-06-29 05:58:53,171 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 6:46:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.2478, loss: 3.2478 +2025-06-29 05:59:37,882 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 6:45:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.3012, loss: 3.3012 +2025-06-29 06:00:22,543 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 6:44:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.3236, loss: 3.3236 +2025-06-29 06:01:07,216 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 6:44:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.3141, loss: 3.3141 +2025-06-29 06:01:51,781 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 6:43:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3647, loss: 3.3647 +2025-06-29 06:02:36,423 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 6:42:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3715, loss: 3.3715 +2025-06-29 06:03:21,071 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 6:41:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.3455, loss: 3.3455 +2025-06-29 06:04:05,683 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 6:40:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.3840, loss: 3.3840 +2025-06-29 06:04:50,421 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 6:40:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 3.2508, loss: 3.2508 +2025-06-29 06:05:35,120 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 6:39:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.3625, loss: 3.3625 +2025-06-29 06:05:37,694 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-29 06:09:35,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:09:36,651 - pyskl - INFO - +top1_acc 0.7100 +top5_acc 0.9208 +2025-06-29 06:09:36,698 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7100, top5_acc: 0.9208 +2025-06-29 06:10:45,975 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 6:38:57, time: 0.693, data_time: 0.246, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.2316, loss: 3.2316 +2025-06-29 06:11:30,980 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 6:38:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.2543, loss: 3.2543 +2025-06-29 06:12:15,973 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 6:37:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.3068, loss: 3.3068 +2025-06-29 06:13:01,040 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 6:36:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.3230, loss: 3.3230 +2025-06-29 06:13:45,865 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 6:35:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.2282, loss: 3.2282 +2025-06-29 06:14:30,520 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 6:35:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.3315, loss: 3.3315 +2025-06-29 06:15:15,145 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 6:34:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 3.2144, loss: 3.2144 +2025-06-29 06:15:59,778 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 6:33:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.2750, loss: 3.2750 +2025-06-29 06:16:44,472 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 6:32:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.2622, loss: 3.2622 +2025-06-29 06:17:29,173 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 6:31:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 3.2149, loss: 3.2149 +2025-06-29 06:18:13,953 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 6:31:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.2374, loss: 3.2374 +2025-06-29 06:18:58,577 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 6:30:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.3083, loss: 3.3083 +2025-06-29 06:19:43,269 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 6:29:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.2081, loss: 3.2081 +2025-06-29 06:20:27,946 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 6:28:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.2316, loss: 3.2316 +2025-06-29 06:21:12,659 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:28:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2593, loss: 3.2593 +2025-06-29 06:21:57,213 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:27:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.1617, loss: 3.1617 +2025-06-29 06:22:41,933 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:26:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.3675, loss: 3.3675 +2025-06-29 06:23:26,603 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:25:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.2784, loss: 3.2784 +2025-06-29 06:24:11,309 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:25:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.1218, loss: 3.1218 +2025-06-29 06:24:55,875 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:24:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.4271, loss: 3.4271 +2025-06-29 06:25:40,688 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:23:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4930, loss: 3.4930 +2025-06-29 06:26:25,402 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:22:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.4401, loss: 3.4401 +2025-06-29 06:27:10,052 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:21:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1959, loss: 3.1959 +2025-06-29 06:27:54,738 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:21:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2314, loss: 3.2314 +2025-06-29 06:28:39,464 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:20:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.4466, loss: 3.4466 +2025-06-29 06:29:24,176 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:19:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.3897, loss: 3.3897 +2025-06-29 06:30:08,851 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:18:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.3398, loss: 3.3398 +2025-06-29 06:30:53,504 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:18:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.2883, loss: 3.2883 +2025-06-29 06:31:38,208 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:17:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.3975, loss: 3.3975 +2025-06-29 06:32:22,920 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:16:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.3032, loss: 3.3032 +2025-06-29 06:33:07,663 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:15:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.3473, loss: 3.3473 +2025-06-29 06:33:52,365 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:14:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.3241, loss: 3.3241 +2025-06-29 06:34:37,076 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:14:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.3034, loss: 3.3034 +2025-06-29 06:35:21,750 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:13:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.3830, loss: 3.3830 +2025-06-29 06:35:24,400 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-29 06:54:45,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:54:45,908 - pyskl - INFO - +top1_acc 0.7674 +top5_acc 0.9482 +2025-06-29 06:54:45,928 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7674, top5_acc: 0.9482 +2025-06-29 06:55:53,246 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:12:52, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.2128, loss: 3.2128 +2025-06-29 06:56:37,883 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:12:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2153, loss: 3.2153 +2025-06-29 06:57:22,504 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:11:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.1844, loss: 3.1844 +2025-06-29 06:58:07,175 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:10:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.2276, loss: 3.2276 +2025-06-29 06:58:51,881 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:09:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1028, loss: 3.1028 +2025-06-29 06:59:36,471 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:08:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.2796, loss: 3.2796 +2025-06-29 07:00:21,048 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:08:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.2480, loss: 3.2480 +2025-06-29 07:01:05,670 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:07:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.2908, loss: 3.2908 +2025-06-29 07:01:50,280 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:06:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.2218, loss: 3.2218 +2025-06-29 07:02:34,908 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:05:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.2710, loss: 3.2710 +2025-06-29 07:03:19,498 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:05:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 3.3016, loss: 3.3016 +2025-06-29 07:04:04,083 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:04:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.2118, loss: 3.2118 +2025-06-29 07:04:48,771 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:03:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.2196, loss: 3.2196 +2025-06-29 07:05:33,452 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:02:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.3262, loss: 3.3262 +2025-06-29 07:06:18,104 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:02:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.1978, loss: 3.1978 +2025-06-29 07:07:02,783 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:01:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.2689, loss: 3.2689 +2025-06-29 07:07:47,369 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:00:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.2235, loss: 3.2235 +2025-06-29 07:08:32,263 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 5:59:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2621, loss: 3.2621 +2025-06-29 07:09:17,288 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 5:58:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.2267, loss: 3.2267 +2025-06-29 07:10:02,206 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 5:58:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.3371, loss: 3.3371 +2025-06-29 07:10:46,840 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 5:57:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.3885, loss: 3.3885 +2025-06-29 07:11:31,392 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 5:56:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.2313, loss: 3.2313 +2025-06-29 07:12:16,191 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 5:55:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.2024, loss: 3.2024 +2025-06-29 07:13:00,857 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 5:55:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.2738, loss: 3.2738 +2025-06-29 07:13:45,501 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 5:54:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.2886, loss: 3.2886 +2025-06-29 07:14:30,183 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 5:53:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4206, loss: 3.4206 +2025-06-29 07:15:14,856 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 5:52:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.4291, loss: 3.4291 +2025-06-29 07:15:59,525 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 5:51:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.2999, loss: 3.2999 +2025-06-29 07:16:44,157 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 5:51:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.2940, loss: 3.2940 +2025-06-29 07:17:28,807 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 5:50:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.3899, loss: 3.3899 +2025-06-29 07:18:13,471 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 5:49:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.2601, loss: 3.2601 +2025-06-29 07:18:58,129 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 5:48:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.2786, loss: 3.2786 +2025-06-29 07:19:42,814 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 5:48:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.2481, loss: 3.2481 +2025-06-29 07:20:27,477 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 5:47:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3096, loss: 3.3096 +2025-06-29 07:20:30,060 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-29 07:24:29,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:24:30,233 - pyskl - INFO - +top1_acc 0.7792 +top5_acc 0.9528 +2025-06-29 07:24:30,251 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7792, top5_acc: 0.9528 +2025-06-29 07:25:37,123 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 5:46:46, time: 0.669, data_time: 0.222, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 3.0261, loss: 3.0261 +2025-06-29 07:26:21,858 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 5:45:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 3.2175, loss: 3.2175 +2025-06-29 07:27:06,537 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 5:45:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.1546, loss: 3.1546 +2025-06-29 07:27:51,258 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 5:44:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.2472, loss: 3.2472 +2025-06-29 07:28:35,955 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 5:43:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1674, loss: 3.1674 +2025-06-29 07:29:20,622 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 5:42:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 3.2012, loss: 3.2012 +2025-06-29 07:30:05,268 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 5:42:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 3.1189, loss: 3.1189 +2025-06-29 07:30:50,023 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 5:41:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.1833, loss: 3.1833 +2025-06-29 07:31:34,692 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 5:40:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.3121, loss: 3.3121 +2025-06-29 07:32:19,319 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 5:39:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.1577, loss: 3.1577 +2025-06-29 07:33:03,938 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 5:39:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2623, loss: 3.2623 +2025-06-29 07:33:48,465 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 5:38:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 3.3341, loss: 3.3341 +2025-06-29 07:34:33,179 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 5:37:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.3417, loss: 3.3417 +2025-06-29 07:35:18,056 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 5:36:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.0932, loss: 3.0932 +2025-06-29 07:36:02,988 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 5:35:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1597, loss: 3.1597 +2025-06-29 07:36:47,906 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 5:35:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.2297, loss: 3.2297 +2025-06-29 07:37:33,278 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 5:34:23, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.0759, loss: 3.0759 +2025-06-29 07:38:18,634 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 5:33:38, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3616, loss: 3.3616 +2025-06-29 07:39:03,573 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 5:32:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.2505, loss: 3.2505 +2025-06-29 07:39:48,405 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 5:32:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2349, loss: 3.2349 +2025-06-29 07:40:33,355 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 5:31:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.2574, loss: 3.2574 +2025-06-29 07:41:18,086 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 5:30:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.2582, loss: 3.2582 +2025-06-29 07:42:02,934 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 5:29:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.2270, loss: 3.2270 +2025-06-29 07:42:47,673 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:29:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.3659, loss: 3.3659 +2025-06-29 07:43:32,484 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:28:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.2780, loss: 3.2780 +2025-06-29 07:44:17,269 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:27:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.3173, loss: 3.3173 +2025-06-29 07:45:02,019 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:26:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3222, loss: 3.3222 +2025-06-29 07:45:46,797 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:25:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.3246, loss: 3.3246 +2025-06-29 07:46:31,512 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:25:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.2363, loss: 3.2363 +2025-06-29 07:47:16,272 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:24:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.0832, loss: 3.0832 +2025-06-29 07:48:01,001 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:23:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.3259, loss: 3.3259 +2025-06-29 07:48:45,671 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:22:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 3.2228, loss: 3.2228 +2025-06-29 07:49:30,468 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:22:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.3061, loss: 3.3061 +2025-06-29 07:50:15,207 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:21:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.2926, loss: 3.2926 +2025-06-29 07:50:17,821 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-29 07:54:17,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:54:17,991 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9525 +2025-06-29 07:54:18,045 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_77.pth was removed +2025-06-29 07:54:19,105 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2025-06-29 07:54:19,106 - pyskl - INFO - Best top1_acc is 0.7864 at 82 epoch. +2025-06-29 07:54:19,127 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7864, top5_acc: 0.9525 +2025-06-29 07:55:26,394 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:20:44, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.3122, loss: 3.3122 +2025-06-29 07:56:11,082 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:19:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.1330, loss: 3.1330 +2025-06-29 07:56:55,751 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:19:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.1013, loss: 3.1013 +2025-06-29 07:57:40,498 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:18:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 3.1569, loss: 3.1569 +2025-06-29 07:58:25,276 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:17:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.2037, loss: 3.2037 +2025-06-29 07:59:09,946 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:16:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.2199, loss: 3.2199 +2025-06-29 07:59:54,613 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:16:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.3338, loss: 3.3338 +2025-06-29 08:00:39,310 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:15:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.3206, loss: 3.3206 +2025-06-29 08:01:24,027 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:14:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.2088, loss: 3.2088 +2025-06-29 08:02:08,697 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:13:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.0400, loss: 3.0400 +2025-06-29 08:02:53,370 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:13:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.1787, loss: 3.1787 +2025-06-29 08:03:38,036 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:12:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 3.0500, loss: 3.0500 +2025-06-29 08:04:22,842 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:11:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.1734, loss: 3.1734 +2025-06-29 08:05:07,638 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:10:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.2807, loss: 3.2807 +2025-06-29 08:05:52,311 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:09:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3108, loss: 3.3108 +2025-06-29 08:06:37,043 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:09:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.2986, loss: 3.2986 +2025-06-29 08:07:22,000 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:08:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.2101, loss: 3.2101 +2025-06-29 08:08:06,799 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:07:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.0823, loss: 3.0823 +2025-06-29 08:08:51,612 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:06:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 3.2524, loss: 3.2524 +2025-06-29 08:09:36,593 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:06:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.1856, loss: 3.1856 +2025-06-29 08:10:21,349 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:05:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0995, loss: 3.0995 +2025-06-29 08:11:06,071 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:04:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.3255, loss: 3.3255 +2025-06-29 08:11:50,810 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:03:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.4083, loss: 3.4083 +2025-06-29 08:12:35,678 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:02:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.1413, loss: 3.1413 +2025-06-29 08:13:20,376 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:02:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.1498, loss: 3.1498 +2025-06-29 08:14:04,961 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:01:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.3578, loss: 3.3578 +2025-06-29 08:14:49,678 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:00:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 3.1889, loss: 3.1889 +2025-06-29 08:15:34,354 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 4:59:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.2000, loss: 3.2000 +2025-06-29 08:16:19,052 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 4:59:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2930, loss: 3.2930 +2025-06-29 08:17:03,721 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 4:58:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.3443, loss: 3.3443 +2025-06-29 08:17:48,384 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 4:57:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3088, loss: 3.3088 +2025-06-29 08:18:33,059 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 4:56:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.1913, loss: 3.1913 +2025-06-29 08:19:17,887 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 4:56:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.1635, loss: 3.1635 +2025-06-29 08:20:02,700 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 4:55:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 3.0963, loss: 3.0963 +2025-06-29 08:20:05,356 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-29 08:24:02,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:24:03,123 - pyskl - INFO - +top1_acc 0.7872 +top5_acc 0.9549 +2025-06-29 08:24:03,176 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_82.pth was removed +2025-06-29 08:24:04,191 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-29 08:24:04,193 - pyskl - INFO - Best top1_acc is 0.7872 at 83 epoch. +2025-06-29 08:24:04,213 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7872, top5_acc: 0.9549 +2025-06-29 08:25:11,603 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 4:54:41, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9731, loss_cls: 3.1985, loss: 3.1985 +2025-06-29 08:25:56,265 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 4:53:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9731, loss_cls: 3.1530, loss: 3.1530 +2025-06-29 08:26:40,897 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 4:53:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 3.2032, loss: 3.2032 +2025-06-29 08:27:25,536 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 4:52:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 3.0868, loss: 3.0868 +2025-06-29 08:28:10,190 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 4:51:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9850, loss_cls: 3.1496, loss: 3.1496 +2025-06-29 08:28:54,814 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 4:50:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.1312, loss: 3.1312 +2025-06-29 08:29:39,474 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 4:50:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.1955, loss: 3.1955 +2025-06-29 08:30:24,089 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 4:49:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.1308, loss: 3.1308 +2025-06-29 08:31:08,670 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 4:48:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.1168, loss: 3.1168 +2025-06-29 08:31:53,255 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 4:47:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.2532, loss: 3.2532 +2025-06-29 08:32:37,897 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 4:46:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 3.1442, loss: 3.1442 +2025-06-29 08:33:22,510 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 4:46:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.2250, loss: 3.2250 +2025-06-29 08:34:07,247 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 4:45:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.1606, loss: 3.1606 +2025-06-29 08:34:51,883 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 4:44:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.1723, loss: 3.1723 +2025-06-29 08:35:36,650 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 4:43:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.2599, loss: 3.2599 +2025-06-29 08:36:21,387 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 4:43:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9719, loss_cls: 3.1579, loss: 3.1579 +2025-06-29 08:37:06,065 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 4:42:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.2547, loss: 3.2547 +2025-06-29 08:37:50,570 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 4:41:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.3114, loss: 3.3114 +2025-06-29 08:38:35,032 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 4:40:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.1490, loss: 3.1490 +2025-06-29 08:39:19,725 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 4:39:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.2136, loss: 3.2136 +2025-06-29 08:40:04,325 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 4:39:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.2306, loss: 3.2306 +2025-06-29 08:40:48,975 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 4:38:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.2241, loss: 3.2241 +2025-06-29 08:41:33,616 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 4:37:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.2536, loss: 3.2536 +2025-06-29 08:42:18,291 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 4:36:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 3.1173, loss: 3.1173 +2025-06-29 08:43:02,926 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 4:36:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.2244, loss: 3.2244 +2025-06-29 08:43:47,557 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 4:35:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.2638, loss: 3.2638 +2025-06-29 08:44:32,153 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 4:34:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1502, loss: 3.1502 +2025-06-29 08:45:16,804 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 4:33:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.1613, loss: 3.1613 +2025-06-29 08:46:01,402 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 4:33:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.2714, loss: 3.2714 +2025-06-29 08:46:46,005 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 4:32:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.2029, loss: 3.2029 +2025-06-29 08:47:30,603 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 4:31:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.3363, loss: 3.3363 +2025-06-29 08:48:15,282 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 4:30:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.2222, loss: 3.2222 +2025-06-29 08:48:59,903 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 4:29:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.2724, loss: 3.2724 +2025-06-29 08:49:44,610 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:29:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.0669, loss: 3.0669 +2025-06-29 08:49:47,160 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-29 08:53:45,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:53:46,461 - pyskl - INFO - +top1_acc 0.7683 +top5_acc 0.9516 +2025-06-29 08:53:46,480 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.7683, top5_acc: 0.9516 +2025-06-29 08:54:53,410 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:28:36, time: 0.669, data_time: 0.223, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.1606, loss: 3.1606 +2025-06-29 08:55:38,425 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:27:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 3.0841, loss: 3.0841 +2025-06-29 08:56:23,218 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:27:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.0644, loss: 3.0644 +2025-06-29 08:57:07,791 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:26:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.0934, loss: 3.0934 +2025-06-29 08:57:52,468 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:25:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.1593, loss: 3.1593 +2025-06-29 08:58:37,368 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:24:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.1748, loss: 3.1748 +2025-06-29 08:59:22,144 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:23:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.1710, loss: 3.1710 +2025-06-29 09:00:07,054 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:23:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.1628, loss: 3.1628 +2025-06-29 09:00:51,679 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:22:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.2344, loss: 3.2344 +2025-06-29 09:01:36,604 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:21:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.2293, loss: 3.2293 +2025-06-29 09:02:21,376 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:20:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.0898, loss: 3.0898 +2025-06-29 09:03:06,237 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:20:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.2180, loss: 3.2180 +2025-06-29 09:03:50,891 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:19:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.1994, loss: 3.1994 +2025-06-29 09:04:35,588 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:18:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1972, loss: 3.1972 +2025-06-29 09:05:20,369 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:17:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.2387, loss: 3.2387 +2025-06-29 09:06:05,118 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:17:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.1838, loss: 3.1838 +2025-06-29 09:06:49,729 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:16:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3669, loss: 3.3669 +2025-06-29 09:07:34,477 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:15:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.2532, loss: 3.2532 +2025-06-29 09:08:19,152 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:14:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.1755, loss: 3.1755 +2025-06-29 09:09:03,865 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:13:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.2897, loss: 3.2897 +2025-06-29 09:09:48,647 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:13:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.2271, loss: 3.2271 +2025-06-29 09:10:33,532 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:12:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.1589, loss: 3.1589 +2025-06-29 09:11:18,195 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:11:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.1888, loss: 3.1888 +2025-06-29 09:12:02,903 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:10:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.2196, loss: 3.2196 +2025-06-29 09:12:47,691 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:10:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.2393, loss: 3.2393 +2025-06-29 09:13:32,430 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:09:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.1695, loss: 3.1695 +2025-06-29 09:14:17,111 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:08:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.1697, loss: 3.1697 +2025-06-29 09:15:01,753 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:07:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.2348, loss: 3.2348 +2025-06-29 09:15:46,358 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.1687, loss: 3.1687 +2025-06-29 09:16:30,987 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:06:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.1624, loss: 3.1624 +2025-06-29 09:17:15,599 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:05:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.1805, loss: 3.1805 +2025-06-29 09:18:00,161 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:04:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.1939, loss: 3.1939 +2025-06-29 09:18:44,930 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:03:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.1231, loss: 3.1231 +2025-06-29 09:19:29,810 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:03:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.2785, loss: 3.2785 +2025-06-29 09:19:32,458 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-29 09:38:21,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:38:21,795 - pyskl - INFO - +top1_acc 0.7921 +top5_acc 0.9557 +2025-06-29 09:38:21,854 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_83.pth was removed +2025-06-29 09:38:22,925 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-06-29 09:38:22,927 - pyskl - INFO - Best top1_acc is 0.7921 at 85 epoch. +2025-06-29 09:38:22,949 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7921, top5_acc: 0.9557 +2025-06-29 09:39:30,942 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:02:35, time: 0.680, data_time: 0.233, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.0137, loss: 3.0137 +2025-06-29 09:40:15,642 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:01:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 3.0352, loss: 3.0352 +2025-06-29 09:41:00,346 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:01:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.9374, loss: 2.9374 +2025-06-29 09:41:45,000 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:00:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 3.0500, loss: 3.0500 +2025-06-29 09:42:29,815 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 3:59:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 3.1966, loss: 3.1966 +2025-06-29 09:43:14,472 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 3:58:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0887, loss: 3.0887 +2025-06-29 09:43:59,130 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 3:57:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.1529, loss: 3.1529 +2025-06-29 09:44:43,912 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 3:57:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.1237, loss: 3.1237 +2025-06-29 09:45:28,544 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 3:56:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.1217, loss: 3.1217 +2025-06-29 09:46:13,082 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 3:55:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9844, loss_cls: 3.2520, loss: 3.2520 +2025-06-29 09:46:57,641 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 3:54:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1036, loss: 3.1036 +2025-06-29 09:47:42,179 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 3:54:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.2041, loss: 3.2041 +2025-06-29 09:48:26,843 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 3:53:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.0452, loss: 3.0452 +2025-06-29 09:49:11,460 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 3:52:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.2586, loss: 3.2586 +2025-06-29 09:49:56,321 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 3:51:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.3107, loss: 3.3107 +2025-06-29 09:50:41,059 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 3:50:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 3.1517, loss: 3.1517 +2025-06-29 09:51:25,808 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 3:50:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9812, loss_cls: 3.2051, loss: 3.2051 +2025-06-29 09:52:10,578 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 3:49:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.2235, loss: 3.2235 +2025-06-29 09:52:55,331 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 3:48:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.0706, loss: 3.0706 +2025-06-29 09:53:40,019 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 3:47:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.1398, loss: 3.1398 +2025-06-29 09:54:24,754 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 3:47:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.1289, loss: 3.1289 +2025-06-29 09:55:09,576 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 3:46:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.1984, loss: 3.1984 +2025-06-29 09:55:54,271 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 3:45:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.2848, loss: 3.2848 +2025-06-29 09:56:38,831 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 3:44:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.2502, loss: 3.2502 +2025-06-29 09:57:23,523 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 3:44:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1608, loss: 3.1608 +2025-06-29 09:58:08,108 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 3:43:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.1707, loss: 3.1707 +2025-06-29 09:58:52,635 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 3:42:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0986, loss: 3.0986 +2025-06-29 09:59:37,254 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 3:41:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.2206, loss: 3.2206 +2025-06-29 10:00:21,896 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 3:40:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.1963, loss: 3.1963 +2025-06-29 10:01:06,483 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 3:40:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 3.2046, loss: 3.2046 +2025-06-29 10:01:51,174 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 3:39:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.1189, loss: 3.1189 +2025-06-29 10:02:36,056 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 3:38:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.2977, loss: 3.2977 +2025-06-29 10:03:20,755 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 3:37:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 3.0940, loss: 3.0940 +2025-06-29 10:04:05,592 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 3:37:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 3.2462, loss: 3.2462 +2025-06-29 10:04:08,217 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-29 10:08:06,053 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:08:06,601 - pyskl - INFO - +top1_acc 0.7878 +top5_acc 0.9545 +2025-06-29 10:08:06,620 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7878, top5_acc: 0.9545 +2025-06-29 10:09:13,759 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 3:36:32, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.1464, loss: 3.1464 +2025-06-29 10:09:58,401 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 3:35:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.0765, loss: 3.0765 +2025-06-29 10:10:43,107 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 3:34:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 3.0454, loss: 3.0454 +2025-06-29 10:11:27,655 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 3:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1030, loss: 3.1030 +2025-06-29 10:12:12,251 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 3:33:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.0856, loss: 3.0856 +2025-06-29 10:12:56,851 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 3:32:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.0814, loss: 3.0814 +2025-06-29 10:13:41,440 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 3:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.9837, loss: 2.9837 +2025-06-29 10:14:26,138 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 3:31:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.1374, loss: 3.1374 +2025-06-29 10:15:10,754 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:30:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1449, loss: 3.1449 +2025-06-29 10:15:55,330 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:29:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.1652, loss: 3.1652 +2025-06-29 10:16:39,913 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:28:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 3.0093, loss: 3.0093 +2025-06-29 10:17:24,579 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:28:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.1976, loss: 3.1976 +2025-06-29 10:18:09,380 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:27:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1229, loss: 3.1229 +2025-06-29 10:18:54,090 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:26:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 3.0096, loss: 3.0096 +2025-06-29 10:19:38,728 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:25:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.2510, loss: 3.2510 +2025-06-29 10:20:23,315 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:24:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 3.1513, loss: 3.1513 +2025-06-29 10:21:08,094 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:24:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 3.1257, loss: 3.1257 +2025-06-29 10:21:52,888 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:23:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9322, loss: 2.9322 +2025-06-29 10:22:37,610 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:22:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.2628, loss: 3.2628 +2025-06-29 10:23:22,348 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:21:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.0837, loss: 3.0837 +2025-06-29 10:24:07,027 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:21:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.2733, loss: 3.2733 +2025-06-29 10:24:51,682 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:20:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.2962, loss: 3.2962 +2025-06-29 10:25:36,305 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:19:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 3.1876, loss: 3.1876 +2025-06-29 10:26:21,122 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:18:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.1739, loss: 3.1739 +2025-06-29 10:27:05,749 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:18:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.2660, loss: 3.2660 +2025-06-29 10:27:50,326 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:17:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.0872, loss: 3.0872 +2025-06-29 10:28:34,951 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:16:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.1448, loss: 3.1448 +2025-06-29 10:29:19,563 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:15:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.2370, loss: 3.2370 +2025-06-29 10:30:04,323 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:14:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.2058, loss: 3.2058 +2025-06-29 10:30:48,977 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:14:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.1514, loss: 3.1514 +2025-06-29 10:31:33,616 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:13:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.1455, loss: 3.1455 +2025-06-29 10:32:18,315 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:12:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.2239, loss: 3.2239 +2025-06-29 10:33:03,199 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:11:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 3.1326, loss: 3.1326 +2025-06-29 10:33:47,877 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:11:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.1474, loss: 3.1474 +2025-06-29 10:33:50,462 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-29 10:37:48,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:37:48,813 - pyskl - INFO - +top1_acc 0.7979 +top5_acc 0.9593 +2025-06-29 10:37:48,870 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_85.pth was removed +2025-06-29 10:37:49,944 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-06-29 10:37:49,946 - pyskl - INFO - Best top1_acc is 0.7979 at 87 epoch. +2025-06-29 10:37:49,967 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7979, top5_acc: 0.9593 +2025-06-29 10:38:57,258 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:10:29, time: 0.673, data_time: 0.225, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.1720, loss: 3.1720 +2025-06-29 10:39:42,076 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:09:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.0309, loss: 3.0309 +2025-06-29 10:40:26,943 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:08:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.0126, loss: 3.0126 +2025-06-29 10:41:11,763 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:08:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 3.1007, loss: 3.1007 +2025-06-29 10:41:56,639 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:07:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 3.1154, loss: 3.1154 +2025-06-29 10:42:41,448 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:06:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.9911, loss: 2.9911 +2025-06-29 10:43:26,193 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:05:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.9654, loss: 2.9654 +2025-06-29 10:44:10,905 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:05:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 3.0923, loss: 3.0923 +2025-06-29 10:44:55,715 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:04:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 3.1848, loss: 3.1848 +2025-06-29 10:45:40,411 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:03:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0985, loss: 3.0985 +2025-06-29 10:46:25,076 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:02:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.9403, loss: 2.9403 +2025-06-29 10:47:09,926 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:02:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.0731, loss: 3.0731 +2025-06-29 10:47:54,656 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:01:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.1441, loss: 3.1441 +2025-06-29 10:48:39,428 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:00:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.0144, loss: 3.0144 +2025-06-29 10:49:24,436 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 2:59:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.0651, loss: 3.0651 +2025-06-29 10:50:09,281 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 2:58:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1789, loss: 3.1789 +2025-06-29 10:50:54,400 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 2:58:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.1244, loss: 3.1244 +2025-06-29 10:51:39,295 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 2:57:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.1307, loss: 3.1307 +2025-06-29 10:52:24,150 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 2:56:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 3.1313, loss: 3.1313 +2025-06-29 10:53:09,122 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 2:55:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.1661, loss: 3.1661 +2025-06-29 10:53:53,871 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 2:55:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.2030, loss: 3.2030 +2025-06-29 10:54:38,679 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 2:54:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.2079, loss: 3.2079 +2025-06-29 10:55:23,550 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 2:53:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 3.1679, loss: 3.1679 +2025-06-29 10:56:08,296 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 2:52:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.1437, loss: 3.1437 +2025-06-29 10:56:53,042 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 2:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.0955, loss: 3.0955 +2025-06-29 10:57:37,734 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 2:51:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.1594, loss: 3.1594 +2025-06-29 10:58:22,374 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 2:50:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.1878, loss: 3.1878 +2025-06-29 10:59:07,183 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 2:49:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.0558, loss: 3.0558 +2025-06-29 10:59:51,814 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 2:48:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.0814, loss: 3.0814 +2025-06-29 11:00:36,570 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 2:48:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.1553, loss: 3.1553 +2025-06-29 11:01:21,257 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 2:47:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.1569, loss: 3.1569 +2025-06-29 11:02:06,039 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 2:46:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.0889, loss: 3.0889 +2025-06-29 11:02:50,940 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 2:45:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.1496, loss: 3.1496 +2025-06-29 11:03:35,686 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 2:45:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.1610, loss: 3.1610 +2025-06-29 11:03:38,257 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-29 11:07:38,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:07:38,690 - pyskl - INFO - +top1_acc 0.7596 +top5_acc 0.9415 +2025-06-29 11:07:38,712 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7596, top5_acc: 0.9415 +2025-06-29 11:08:46,147 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 2:44:30, time: 0.674, data_time: 0.225, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0492, loss: 3.0492 +2025-06-29 11:09:30,907 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 2:43:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 3.0656, loss: 3.0656 +2025-06-29 11:10:15,797 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 2:42:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.9851, loss: 2.9851 +2025-06-29 11:11:00,611 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 2:42:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.0629, loss: 3.0629 +2025-06-29 11:11:45,343 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 2:41:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.0994, loss: 3.0994 +2025-06-29 11:12:30,150 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 2:40:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 3.0592, loss: 3.0592 +2025-06-29 11:13:14,911 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 2:39:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.1151, loss: 3.1151 +2025-06-29 11:13:59,662 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 2:39:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.9489, loss: 2.9489 +2025-06-29 11:14:44,478 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 2:38:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 3.0522, loss: 3.0522 +2025-06-29 11:15:29,238 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 2:37:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.9552, loss: 2.9552 +2025-06-29 11:16:13,891 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 2:36:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.1176, loss: 3.1176 +2025-06-29 11:16:58,451 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 2:36:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.1395, loss: 3.1395 +2025-06-29 11:17:43,103 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 2:35:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 3.1512, loss: 3.1512 +2025-06-29 11:18:27,884 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 2:34:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.1243, loss: 3.1243 +2025-06-29 11:19:12,528 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 2:33:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0478, loss: 3.0478 +2025-06-29 11:19:57,071 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 2:32:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.1184, loss: 3.1184 +2025-06-29 11:20:41,627 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 2:32:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.1429, loss: 3.1429 +2025-06-29 11:21:26,252 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:31:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.0672, loss: 3.0672 +2025-06-29 11:22:11,101 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:30:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1771, loss: 3.1771 +2025-06-29 11:22:55,809 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:29:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.0738, loss: 3.0738 +2025-06-29 11:23:40,429 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:29:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.0210, loss: 3.0210 +2025-06-29 11:24:25,053 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:28:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.1475, loss: 3.1475 +2025-06-29 11:25:09,701 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:27:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 3.1282, loss: 3.1282 +2025-06-29 11:25:54,337 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:26:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 3.0687, loss: 3.0687 +2025-06-29 11:26:38,995 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:26:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.1038, loss: 3.1038 +2025-06-29 11:27:23,838 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:25:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.1184, loss: 3.1184 +2025-06-29 11:28:08,636 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:24:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 3.0962, loss: 3.0962 +2025-06-29 11:28:53,367 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:23:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.0586, loss: 3.0586 +2025-06-29 11:29:38,076 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:22:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.0739, loss: 3.0739 +2025-06-29 11:30:22,754 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:22:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 3.1077, loss: 3.1077 +2025-06-29 11:31:07,489 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:21:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1434, loss: 3.1434 +2025-06-29 11:31:52,172 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:20:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.1127, loss: 3.1127 +2025-06-29 11:32:37,184 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:19:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.1377, loss: 3.1377 +2025-06-29 11:33:22,035 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:19:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.1608, loss: 3.1608 +2025-06-29 11:33:24,686 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-29 11:37:24,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:37:25,525 - pyskl - INFO - +top1_acc 0.7989 +top5_acc 0.9600 +2025-06-29 11:37:25,606 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_87.pth was removed +2025-06-29 11:37:26,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-29 11:37:26,676 - pyskl - INFO - Best top1_acc is 0.7989 at 89 epoch. +2025-06-29 11:37:26,699 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7989, top5_acc: 0.9600 +2025-06-29 11:38:35,849 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:18:31, time: 0.691, data_time: 0.239, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9557, loss: 2.9557 +2025-06-29 11:39:21,200 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:17:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.9438, loss: 2.9438 +2025-06-29 11:40:06,323 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:16:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.0345, loss: 3.0345 +2025-06-29 11:40:51,525 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:16:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.9541, loss: 2.9541 +2025-06-29 11:41:36,369 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:15:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0603, loss: 3.0603 +2025-06-29 11:42:21,151 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:14:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.9923, loss: 2.9923 +2025-06-29 11:43:05,888 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:13:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.9633, loss: 2.9633 +2025-06-29 11:43:50,772 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:13:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.0112, loss: 3.0112 +2025-06-29 11:44:35,633 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:12:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 3.0468, loss: 3.0468 +2025-06-29 11:45:20,405 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:11:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 3.0100, loss: 3.0100 +2025-06-29 11:46:05,334 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:10:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.0592, loss: 3.0592 +2025-06-29 11:46:50,264 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:10:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.9860, loss: 2.9860 +2025-06-29 11:47:35,084 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:09:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.1438, loss: 3.1438 +2025-06-29 11:48:20,112 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:08:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0594, loss: 3.0594 +2025-06-29 11:49:04,659 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:07:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.0051, loss: 3.0051 +2025-06-29 11:49:49,358 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:06:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 3.1542, loss: 3.1542 +2025-06-29 11:50:34,000 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:06:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 3.0217, loss: 3.0217 +2025-06-29 11:51:18,661 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:05:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.0061, loss: 3.0061 +2025-06-29 11:52:03,465 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:04:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.0872, loss: 3.0872 +2025-06-29 11:52:48,240 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:03:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.1555, loss: 3.1555 +2025-06-29 11:53:32,972 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:03:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.1361, loss: 3.1361 +2025-06-29 11:54:17,718 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:02:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.0325, loss: 3.0325 +2025-06-29 11:55:02,469 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:01:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.0682, loss: 3.0682 +2025-06-29 11:55:47,146 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:00:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.2011, loss: 3.2011 +2025-06-29 11:56:31,862 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:00:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.0501, loss: 3.0501 +2025-06-29 11:57:16,591 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 1:59:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.0956, loss: 3.0956 +2025-06-29 11:58:01,314 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 1:58:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 3.0791, loss: 3.0791 +2025-06-29 11:58:46,067 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 1:57:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.0918, loss: 3.0918 +2025-06-29 11:59:30,817 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 1:56:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.1144, loss: 3.1144 +2025-06-29 12:00:15,480 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 1:56:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.0844, loss: 3.0844 +2025-06-29 12:01:00,630 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 1:55:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.0293, loss: 3.0293 +2025-06-29 12:01:45,514 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 1:54:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9756, loss_cls: 2.9899, loss: 2.9899 +2025-06-29 12:02:30,237 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 1:53:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.9818, loss: 2.9818 +2025-06-29 12:03:15,101 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 1:53:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.1024, loss: 3.1024 +2025-06-29 12:03:17,871 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-29 12:23:11,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:23:12,311 - pyskl - INFO - +top1_acc 0.7728 +top5_acc 0.9494 +2025-06-29 12:23:12,333 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7728, top5_acc: 0.9494 +2025-06-29 12:24:19,899 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 1:52:33, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.9115, loss: 2.9115 +2025-06-29 12:25:04,505 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 1:51:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8977, loss: 2.8977 +2025-06-29 12:25:49,147 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 1:51:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.9595, loss: 2.9595 +2025-06-29 12:26:33,818 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 1:50:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.0047, loss: 3.0047 +2025-06-29 12:27:18,539 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 1:49:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.9300, loss: 2.9300 +2025-06-29 12:28:03,539 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 1:48:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.0199, loss: 3.0199 +2025-06-29 12:28:48,434 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 1:47:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.9678, loss: 2.9678 +2025-06-29 12:29:33,538 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 1:47:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.0634, loss: 3.0634 +2025-06-29 12:30:18,436 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 1:46:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 2.9804, loss: 2.9804 +2025-06-29 12:31:03,260 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 1:45:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9929, loss: 2.9929 +2025-06-29 12:31:48,187 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 1:44:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.0669, loss: 3.0669 +2025-06-29 12:32:33,093 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 1:44:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.9625, loss: 2.9625 +2025-06-29 12:33:18,080 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 1:43:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0053, loss: 3.0053 +2025-06-29 12:34:02,952 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 1:42:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.9470, loss: 2.9470 +2025-06-29 12:34:47,918 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 1:41:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 3.0664, loss: 3.0664 +2025-06-29 12:35:32,728 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 1:41:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 3.0160, loss: 3.0160 +2025-06-29 12:36:17,502 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 1:40:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.9600, loss: 2.9600 +2025-06-29 12:37:02,375 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 1:39:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.9950, loss: 2.9950 +2025-06-29 12:37:47,076 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 1:38:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 3.0745, loss: 3.0745 +2025-06-29 12:38:31,828 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 1:37:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 3.0771, loss: 3.0771 +2025-06-29 12:39:16,551 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 1:37:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.1766, loss: 3.1766 +2025-06-29 12:40:01,257 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 1:36:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.9919, loss: 2.9919 +2025-06-29 12:40:45,984 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 1:35:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0934, loss: 3.0934 +2025-06-29 12:41:30,886 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 1:34:52, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.0911, loss: 3.0911 +2025-06-29 12:42:15,610 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 1:34:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.1503, loss: 3.1503 +2025-06-29 12:43:00,340 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 1:33:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.0655, loss: 3.0655 +2025-06-29 12:43:45,119 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 1:32:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 3.0375, loss: 3.0375 +2025-06-29 12:44:29,867 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:31:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0784, loss: 3.0784 +2025-06-29 12:45:14,645 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:31:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 3.0633, loss: 3.0633 +2025-06-29 12:45:59,332 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:30:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.9625, loss: 2.9625 +2025-06-29 12:46:44,054 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:29:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 3.0276, loss: 3.0276 +2025-06-29 12:47:28,769 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:28:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.0310, loss: 3.0310 +2025-06-29 12:48:13,460 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:27:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.0696, loss: 3.0696 +2025-06-29 12:48:58,258 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:27:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.9780, loss: 2.9780 +2025-06-29 12:49:00,953 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-29 12:53:01,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:53:01,558 - pyskl - INFO - +top1_acc 0.7713 +top5_acc 0.9424 +2025-06-29 12:53:01,580 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7713, top5_acc: 0.9424 +2025-06-29 12:54:10,247 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:26:36, time: 0.687, data_time: 0.240, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.9565, loss: 2.9565 +2025-06-29 12:54:54,803 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:25:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.9510, loss: 2.9510 +2025-06-29 12:55:39,431 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:25:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.9400, loss: 2.9400 +2025-06-29 12:56:23,988 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:24:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9896, loss: 2.9896 +2025-06-29 12:57:08,651 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:23:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9967, loss: 2.9967 +2025-06-29 12:57:53,293 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:22:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.9360, loss: 2.9360 +2025-06-29 12:58:38,006 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:21:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0187, loss: 3.0187 +2025-06-29 12:59:22,663 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:21:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 3.0734, loss: 3.0734 +2025-06-29 13:00:07,388 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:20:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.9351, loss: 2.9351 +2025-06-29 13:00:52,161 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:19:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.9952, loss: 2.9952 +2025-06-29 13:01:37,243 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:18:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.9308, loss: 2.9308 +2025-06-29 13:02:22,193 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:18:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.9830, loss: 2.9830 +2025-06-29 13:03:06,948 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:17:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.1396, loss: 3.1396 +2025-06-29 13:03:51,630 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:16:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 3.0617, loss: 3.0617 +2025-06-29 13:04:36,292 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:15:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.0702, loss: 3.0702 +2025-06-29 13:05:20,972 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:15:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.0737, loss: 3.0737 +2025-06-29 13:06:05,855 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:14:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9900, loss_cls: 2.9392, loss: 2.9392 +2025-06-29 13:06:50,762 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:13:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.0169, loss: 3.0169 +2025-06-29 13:07:35,466 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:12:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.1151, loss: 3.1151 +2025-06-29 13:08:20,181 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:11:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.9171, loss: 2.9171 +2025-06-29 13:09:04,900 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:11:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 3.0686, loss: 3.0686 +2025-06-29 13:09:49,579 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:10:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.1882, loss: 3.1882 +2025-06-29 13:10:34,263 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:09:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.0459, loss: 3.0459 +2025-06-29 13:11:19,183 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:08:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.0445, loss: 3.0445 +2025-06-29 13:12:03,799 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:08:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.9795, loss: 2.9795 +2025-06-29 13:12:48,495 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:07:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.1507, loss: 3.1507 +2025-06-29 13:13:33,261 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:06:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.0305, loss: 3.0305 +2025-06-29 13:14:18,238 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:05:49, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.9915, loss: 2.9915 +2025-06-29 13:15:02,884 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:05:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.9287, loss: 2.9287 +2025-06-29 13:15:47,571 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:04:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0816, loss: 3.0816 +2025-06-29 13:16:32,208 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:03:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 3.0477, loss: 3.0477 +2025-06-29 13:17:17,039 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:02:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.1303, loss: 3.1303 +2025-06-29 13:18:01,775 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 3.0169, loss: 3.0169 +2025-06-29 13:18:46,582 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:01:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 3.0016, loss: 3.0016 +2025-06-29 13:18:49,147 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-29 13:22:49,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:22:50,047 - pyskl - INFO - +top1_acc 0.7990 +top5_acc 0.9592 +2025-06-29 13:22:50,122 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_89.pth was removed +2025-06-29 13:22:51,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-29 13:22:51,159 - pyskl - INFO - Best top1_acc is 0.7990 at 92 epoch. +2025-06-29 13:22:51,180 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.7990, top5_acc: 0.9592 +2025-06-29 13:23:58,579 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:00:36, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.8780, loss: 2.8780 +2025-06-29 13:24:43,339 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 0:59:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8802, loss: 2.8802 +2025-06-29 13:25:28,079 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 0:59:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.9629, loss: 2.9629 +2025-06-29 13:26:12,727 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 0:58:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.9963, loss: 2.9963 +2025-06-29 13:26:57,434 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 0:57:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.0125, loss: 3.0125 +2025-06-29 13:27:42,081 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 0:56:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.8720, loss: 2.8720 +2025-06-29 13:28:26,954 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 0:55:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9147, loss: 2.9147 +2025-06-29 13:29:11,990 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 0:55:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.8412, loss: 2.8412 +2025-06-29 13:29:56,899 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 0:54:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.9964, loss: 2.9964 +2025-06-29 13:30:41,787 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 0:53:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.9200, loss: 2.9200 +2025-06-29 13:31:26,565 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 0:52:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.8976, loss: 2.8976 +2025-06-29 13:32:11,497 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 0:52:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.8668, loss: 2.8668 +2025-06-29 13:32:56,124 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 0:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.9397, loss: 2.9397 +2025-06-29 13:33:40,753 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 0:50:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.9757, loss: 2.9757 +2025-06-29 13:34:25,374 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 0:49:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.9635, loss: 2.9635 +2025-06-29 13:35:10,075 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 0:49:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.8738, loss: 2.8738 +2025-06-29 13:35:54,826 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 0:48:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.0348, loss: 3.0348 +2025-06-29 13:36:39,639 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 0:47:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.9966, loss: 2.9966 +2025-06-29 13:37:24,320 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 0:46:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0151, loss: 3.0151 +2025-06-29 13:38:09,020 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 0:46:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.9576, loss: 2.9576 +2025-06-29 13:38:53,747 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 0:45:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.0654, loss: 3.0654 +2025-06-29 13:39:38,426 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 0:44:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9887, loss: 2.9887 +2025-06-29 13:40:23,028 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 0:43:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.9423, loss: 2.9423 +2025-06-29 13:41:07,703 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 0:42:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0797, loss: 3.0797 +2025-06-29 13:41:52,401 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 0:42:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.9293, loss: 2.9293 +2025-06-29 13:42:37,132 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 0:41:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.0807, loss: 3.0807 +2025-06-29 13:43:21,879 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 0:40:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9840, loss: 2.9840 +2025-06-29 13:44:06,483 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 0:39:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.9603, loss: 2.9603 +2025-06-29 13:44:51,381 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 0:39:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.9424, loss: 2.9424 +2025-06-29 13:45:36,194 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 0:38:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.0445, loss: 3.0445 +2025-06-29 13:46:21,051 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 0:37:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.9758, loss: 2.9758 +2025-06-29 13:47:05,859 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 0:36:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 3.0005, loss: 3.0005 +2025-06-29 13:47:50,651 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 0:36:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.9833, loss: 2.9833 +2025-06-29 13:48:35,531 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 0:35:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9887, loss: 2.9887 +2025-06-29 13:48:38,090 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-29 13:52:35,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:52:36,060 - pyskl - INFO - +top1_acc 0.7951 +top5_acc 0.9577 +2025-06-29 13:52:36,081 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.7951, top5_acc: 0.9577 +2025-06-29 13:53:43,096 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 0:34:37, time: 0.670, data_time: 0.226, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.9911, loss: 2.9911 +2025-06-29 13:54:27,531 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 0:33:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.7852, loss: 2.7852 +2025-06-29 13:55:11,975 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:33:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.8772, loss: 2.8772 +2025-06-29 13:55:56,628 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:32:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.8657, loss: 2.8657 +2025-06-29 13:56:41,228 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:31:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8523, loss: 2.8523 +2025-06-29 13:57:25,941 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:30:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.8791, loss: 2.8791 +2025-06-29 13:58:10,644 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:30:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.9879, loss: 2.9879 +2025-06-29 13:58:55,279 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:29:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.9244, loss: 2.9244 +2025-06-29 13:59:39,804 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:28:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.9404, loss: 2.9404 +2025-06-29 14:00:24,394 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:27:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9124, loss: 2.9124 +2025-06-29 14:01:09,012 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:26:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 3.0596, loss: 3.0596 +2025-06-29 14:01:54,052 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:26:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.9520, loss: 2.9520 +2025-06-29 14:02:38,732 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:25:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.9027, loss: 2.9027 +2025-06-29 14:03:23,372 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:24:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8402, loss: 2.8402 +2025-06-29 14:04:07,962 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:23:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.8450, loss: 2.8450 +2025-06-29 14:04:52,554 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:23:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.9765, loss: 2.9765 +2025-06-29 14:05:37,182 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:22:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.9758, loss: 2.9758 +2025-06-29 14:06:21,778 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:21:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.9188, loss: 2.9188 +2025-06-29 14:07:06,371 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:20:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.1528, loss: 3.1528 +2025-06-29 14:07:50,931 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:20:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.8761, loss: 2.8761 +2025-06-29 14:08:35,552 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:19:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.0392, loss: 3.0392 +2025-06-29 14:09:20,177 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:18:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.8738, loss: 2.8738 +2025-06-29 14:10:04,743 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:17:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.9588, loss: 2.9588 +2025-06-29 14:10:49,275 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:16:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.9942, loss: 2.9942 +2025-06-29 14:11:33,853 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:16:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.0122, loss: 3.0122 +2025-06-29 14:12:18,511 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:15:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9829, loss: 2.9829 +2025-06-29 14:13:03,489 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:14:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.0074, loss: 3.0074 +2025-06-29 14:13:48,248 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:13:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.9653, loss: 2.9653 +2025-06-29 14:14:33,142 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:13:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.9308, loss: 2.9308 +2025-06-29 14:15:17,971 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:12:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.9018, loss: 2.9018 +2025-06-29 14:16:03,128 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:11:32, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.9733, loss: 2.9733 +2025-06-29 14:16:48,123 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:10:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.0244, loss: 3.0244 +2025-06-29 14:17:33,028 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:10:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.9308, loss: 2.9308 +2025-06-29 14:18:18,032 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:09:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9813, loss: 2.9813 +2025-06-29 14:18:20,697 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-29 14:22:19,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:22:19,763 - pyskl - INFO - +top1_acc 0.7938 +top5_acc 0.9551 +2025-06-29 14:22:19,783 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.7938, top5_acc: 0.9551 +2025-06-29 14:23:26,959 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:08:38, time: 0.672, data_time: 0.222, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8437, loss: 2.8437 +2025-06-29 14:24:12,071 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:07:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.9113, loss: 2.9113 +2025-06-29 14:24:57,065 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:07:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.8504, loss: 2.8504 +2025-06-29 14:25:42,359 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:06:20, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.8554, loss: 2.8554 +2025-06-29 14:26:27,681 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:05:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 3.0158, loss: 3.0158 +2025-06-29 14:27:12,893 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:04:49, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.9621, loss: 2.9621 +2025-06-29 14:27:57,833 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:04:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.7600, loss: 2.7600 +2025-06-29 14:28:42,631 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:03:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 3.0153, loss: 3.0153 +2025-06-29 14:29:27,519 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:02:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.9260, loss: 2.9260 +2025-06-29 14:30:12,306 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:01:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.8482, loss: 2.8482 +2025-06-29 14:30:57,053 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:00:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.9236, loss: 2.9236 +2025-06-29 14:31:41,891 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:00:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 3.0597, loss: 3.0597 +2025-06-29 14:32:26,646 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 23:59:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.9842, loss: 2.9842 +2025-06-29 14:33:11,483 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 23:58:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.9527, loss: 2.9527 +2025-06-29 14:33:56,326 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 23:57:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9894, loss_cls: 2.9586, loss: 2.9586 +2025-06-29 14:34:41,159 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 23:57:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.8698, loss: 2.8698 +2025-06-29 14:35:25,955 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 23:56:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.8805, loss: 2.8805 +2025-06-29 14:36:10,770 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 23:55:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.8491, loss: 2.8491 +2025-06-29 14:36:55,648 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 23:54:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.0279, loss: 3.0279 +2025-06-29 14:37:40,470 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 23:54:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8915, loss: 2.8915 +2025-06-29 14:38:25,266 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 23:53:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.9042, loss: 2.9042 +2025-06-29 14:39:10,079 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 23:52:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 3.0002, loss: 3.0002 +2025-06-29 14:39:54,916 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 23:51:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.0373, loss: 3.0373 +2025-06-29 14:40:39,866 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 23:51:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8955, loss: 2.8955 +2025-06-29 14:41:24,874 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 23:50:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.9291, loss: 2.9291 +2025-06-29 14:42:09,746 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 23:49:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.9731, loss: 2.9731 +2025-06-29 14:42:54,571 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 23:48:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.9296, loss: 2.9296 +2025-06-29 14:43:39,881 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 23:47:56, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.9045, loss: 2.9045 +2025-06-29 14:44:25,021 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 23:47:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.9920, loss: 2.9920 +2025-06-29 14:45:09,839 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 23:46:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.9216, loss: 2.9216 +2025-06-29 14:45:54,691 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 23:45:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.9561, loss: 2.9561 +2025-06-29 14:46:39,854 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 23:44:52, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.9585, loss: 2.9585 +2025-06-29 14:47:25,098 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 23:44:06, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.9902, loss: 2.9902 +2025-06-29 14:48:10,273 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 23:43:20, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.9530, loss: 2.9530 +2025-06-29 14:48:12,895 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-29 15:07:48,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:07:48,674 - pyskl - INFO - +top1_acc 0.8043 +top5_acc 0.9611 +2025-06-29 15:07:48,734 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_92.pth was removed +2025-06-29 15:07:49,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-06-29 15:07:49,822 - pyskl - INFO - Best top1_acc is 0.8043 at 95 epoch. +2025-06-29 15:07:49,844 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8043, top5_acc: 0.9611 +2025-06-29 15:08:57,592 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 23:42:44, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.8238, loss: 2.8238 +2025-06-29 15:09:42,439 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 23:41:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.7468, loss: 2.7468 +2025-06-29 15:10:27,291 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 23:41:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.8596, loss: 2.8596 +2025-06-29 15:11:12,104 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 23:40:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.8063, loss: 2.8063 +2025-06-29 15:11:56,858 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 23:39:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9800, loss_cls: 2.9828, loss: 2.9828 +2025-06-29 15:12:41,670 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 23:38:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.7963, loss: 2.7963 +2025-06-29 15:13:26,616 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 23:38:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.7997, loss: 2.7997 +2025-06-29 15:14:11,617 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 23:37:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.8761, loss: 2.8761 +2025-06-29 15:14:56,578 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 23:36:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.7888, loss: 2.7888 +2025-06-29 15:15:41,702 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 23:35:50, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.8221, loss: 2.8221 +2025-06-29 15:16:26,693 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 23:35:04, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.8133, loss: 2.8133 +2025-06-29 15:17:11,559 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:34:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.9187, loss: 2.9187 +2025-06-29 15:17:56,488 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:33:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.9717, loss: 2.9717 +2025-06-29 15:18:41,439 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:32:46, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7765, loss: 2.7765 +2025-06-29 15:19:26,509 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:32:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.9288, loss: 2.9288 +2025-06-29 15:20:11,323 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:31:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.9698, loss: 2.9698 +2025-06-29 15:20:56,031 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:30:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.9503, loss: 2.9503 +2025-06-29 15:21:40,689 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:29:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.8731, loss: 2.8731 +2025-06-29 15:22:25,405 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:28:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 3.0378, loss: 3.0378 +2025-06-29 15:23:10,119 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:28:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.8795, loss: 2.8795 +2025-06-29 15:23:54,847 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:27:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.8294, loss: 2.8294 +2025-06-29 15:24:39,575 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:26:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.8659, loss: 2.8659 +2025-06-29 15:25:24,292 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:25:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.8650, loss: 2.8650 +2025-06-29 15:26:08,997 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:25:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.7980, loss: 2.7980 +2025-06-29 15:26:53,695 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:24:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.7982, loss: 2.7982 +2025-06-29 15:27:38,447 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:23:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.9327, loss: 2.9327 +2025-06-29 15:28:23,154 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:22:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8503, loss: 2.8503 +2025-06-29 15:29:07,887 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:22:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.0022, loss: 3.0022 +2025-06-29 15:29:52,546 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:21:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.1501, loss: 3.1501 +2025-06-29 15:30:37,252 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:20:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 3.0351, loss: 3.0351 +2025-06-29 15:31:22,006 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:19:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.0364, loss: 3.0364 +2025-06-29 15:32:06,755 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:18:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.9380, loss: 2.9380 +2025-06-29 15:32:51,549 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:18:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.9161, loss: 2.9161 +2025-06-29 15:33:36,270 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:17:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9800, loss_cls: 2.8631, loss: 2.8631 +2025-06-29 15:33:38,891 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-29 15:37:39,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:37:39,879 - pyskl - INFO - +top1_acc 0.8039 +top5_acc 0.9587 +2025-06-29 15:37:39,904 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8039, top5_acc: 0.9587 +2025-06-29 15:38:48,734 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:16:48, time: 0.688, data_time: 0.241, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9375, loss: 2.9375 +2025-06-29 15:39:33,531 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:16:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.8476, loss: 2.8476 +2025-06-29 15:40:18,438 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:15:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.9054, loss: 2.9054 +2025-06-29 15:41:03,290 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:14:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.8271, loss: 2.8271 +2025-06-29 15:41:48,041 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:13:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.6720, loss: 2.6720 +2025-06-29 15:42:33,175 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:12:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.8491, loss: 2.8491 +2025-06-29 15:43:18,014 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:12:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.8382, loss: 2.8382 +2025-06-29 15:44:02,910 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:11:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.8093, loss: 2.8093 +2025-06-29 15:44:47,820 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:10:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.9968, loss: 2.9968 +2025-06-29 15:45:32,727 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:09:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9341, loss: 2.9341 +2025-06-29 15:46:17,671 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:09:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.8821, loss: 2.8821 +2025-06-29 15:47:02,443 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:08:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.8247, loss: 2.8247 +2025-06-29 15:47:47,132 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:07:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9925, loss_cls: 2.8512, loss: 2.8512 +2025-06-29 15:48:31,821 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:06:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.8020, loss: 2.8020 +2025-06-29 15:49:16,604 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:06:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.8308, loss: 2.8308 +2025-06-29 15:50:01,267 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:05:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8990, loss: 2.8990 +2025-06-29 15:50:46,065 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:04:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8945, loss: 2.8945 +2025-06-29 15:51:30,868 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:03:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.8121, loss: 2.8121 +2025-06-29 15:52:15,696 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:02:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8582, loss: 2.8582 +2025-06-29 15:53:00,550 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:02:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.8906, loss: 2.8906 +2025-06-29 15:53:45,417 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:01:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.9845, loss: 2.9845 +2025-06-29 15:54:30,167 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:00:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.7798, loss: 2.7798 +2025-06-29 15:55:14,909 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 22:59:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.8252, loss: 2.8252 +2025-06-29 15:55:59,753 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 22:59:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.9520, loss: 2.9520 +2025-06-29 15:56:44,536 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 22:58:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.9024, loss: 2.9024 +2025-06-29 15:57:29,298 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 22:57:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.9669, loss: 2.9669 +2025-06-29 15:58:14,010 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 22:56:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8687, loss: 2.8687 +2025-06-29 15:58:58,730 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 22:56:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8555, loss: 2.8555 +2025-06-29 15:59:43,363 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 22:55:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.7787, loss: 2.7787 +2025-06-29 16:00:28,085 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 22:54:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.8697, loss: 2.8697 +2025-06-29 16:01:12,758 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 22:53:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.9264, loss: 2.9264 +2025-06-29 16:01:57,702 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 22:53:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.9434, loss: 2.9434 +2025-06-29 16:02:42,487 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 22:52:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.9796, loss: 2.9796 +2025-06-29 16:03:27,273 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 22:51:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.9285, loss: 2.9285 +2025-06-29 16:03:29,939 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-29 16:07:28,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:07:29,310 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9589 +2025-06-29 16:07:29,330 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.7940, top5_acc: 0.9589 +2025-06-29 16:08:36,579 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 22:50:51, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.8359, loss: 2.8359 +2025-06-29 16:09:21,211 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 22:50:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.8182, loss: 2.8182 +2025-06-29 16:10:05,805 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 22:49:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.7134, loss: 2.7134 +2025-06-29 16:10:50,418 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 22:48:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.8934, loss: 2.8934 +2025-06-29 16:11:35,175 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 22:47:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.8243, loss: 2.8243 +2025-06-29 16:12:20,037 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 22:47:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.7251, loss: 2.7251 +2025-06-29 16:13:04,704 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 22:46:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.7759, loss: 2.7759 +2025-06-29 16:13:49,441 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 22:45:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.8896, loss: 2.8896 +2025-06-29 16:14:34,256 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 22:44:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.8087, loss: 2.8087 +2025-06-29 16:15:19,124 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 22:43:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.8059, loss: 2.8059 +2025-06-29 16:16:03,949 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 22:43:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.8362, loss: 2.8362 +2025-06-29 16:16:48,676 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 22:42:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8964, loss: 2.8964 +2025-06-29 16:17:33,435 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 22:41:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.8211, loss: 2.8211 +2025-06-29 16:18:18,260 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 22:40:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.7729, loss: 2.7729 +2025-06-29 16:19:03,098 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 22:40:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.7755, loss: 2.7755 +2025-06-29 16:19:47,833 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 22:39:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.8868, loss: 2.8868 +2025-06-29 16:20:32,490 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 22:38:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.8973, loss: 2.8973 +2025-06-29 16:21:17,180 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 22:37:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.8908, loss: 2.8908 +2025-06-29 16:22:01,848 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 22:37:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.9047, loss: 2.9047 +2025-06-29 16:22:46,559 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 22:36:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.8246, loss: 2.8246 +2025-06-29 16:23:31,230 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 22:35:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.9219, loss: 2.9219 +2025-06-29 16:24:15,862 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:34:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9288, loss: 2.9288 +2025-06-29 16:25:00,518 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:33:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.9175, loss: 2.9175 +2025-06-29 16:25:45,142 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:33:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.7387, loss: 2.7387 +2025-06-29 16:26:29,865 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:32:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.9110, loss: 2.9110 +2025-06-29 16:27:14,586 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:31:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.9412, loss: 2.9412 +2025-06-29 16:27:59,265 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:30:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.8367, loss: 2.8367 +2025-06-29 16:28:43,915 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:30:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.8001, loss: 2.8001 +2025-06-29 16:29:28,687 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:29:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.8310, loss: 2.8310 +2025-06-29 16:30:13,288 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:28:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.9493, loss: 2.9493 +2025-06-29 16:30:58,147 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:27:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.9664, loss: 2.9664 +2025-06-29 16:31:43,107 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:27:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.9471, loss: 2.9471 +2025-06-29 16:32:28,111 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:26:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.8539, loss: 2.8539 +2025-06-29 16:33:12,893 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:25:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.8616, loss: 2.8616 +2025-06-29 16:33:15,508 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-29 16:37:13,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:37:13,810 - pyskl - INFO - +top1_acc 0.7741 +top5_acc 0.9504 +2025-06-29 16:37:13,829 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.7741, top5_acc: 0.9504 +2025-06-29 16:38:21,362 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:24:54, time: 0.675, data_time: 0.228, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.8356, loss: 2.8356 +2025-06-29 16:39:06,027 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:24:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.8153, loss: 2.8153 +2025-06-29 16:39:50,718 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:23:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.7500, loss: 2.7500 +2025-06-29 16:40:35,407 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:22:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.7837, loss: 2.7837 +2025-06-29 16:41:20,119 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:21:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.7939, loss: 2.7939 +2025-06-29 16:42:04,752 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:21:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.7235, loss: 2.7235 +2025-06-29 16:42:49,396 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:20:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.8091, loss: 2.8091 +2025-06-29 16:43:33,996 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:19:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.7656, loss: 2.7656 +2025-06-29 16:44:18,844 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:18:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.7872, loss: 2.7872 +2025-06-29 16:45:03,518 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:17:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.7683, loss: 2.7683 +2025-06-29 16:45:48,168 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:17:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.7244, loss: 2.7244 +2025-06-29 16:46:32,800 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:16:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.8305, loss: 2.8305 +2025-06-29 16:47:17,489 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:15:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.8092, loss: 2.8092 +2025-06-29 16:48:02,095 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:14:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.8052, loss: 2.8052 +2025-06-29 16:48:46,778 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:14:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.8348, loss: 2.8348 +2025-06-29 16:49:31,389 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:13:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.8937, loss: 2.8937 +2025-06-29 16:50:15,998 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:12:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.8265, loss: 2.8265 +2025-06-29 16:51:00,607 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:11:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.7763, loss: 2.7763 +2025-06-29 16:51:45,200 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:11:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.8986, loss: 2.8986 +2025-06-29 16:52:29,849 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:10:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7685, loss: 2.7685 +2025-06-29 16:53:14,539 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:09:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.8911, loss: 2.8911 +2025-06-29 16:53:59,203 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:08:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.8558, loss: 2.8558 +2025-06-29 16:54:43,810 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:08:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.7626, loss: 2.7626 +2025-06-29 16:55:28,501 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:07:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.8939, loss: 2.8939 +2025-06-29 16:56:13,205 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:06:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.8756, loss: 2.8756 +2025-06-29 16:56:57,970 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:05:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9268, loss: 2.9268 +2025-06-29 16:57:42,645 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:04:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8926, loss: 2.8926 +2025-06-29 16:58:27,688 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:04:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.7983, loss: 2.7983 +2025-06-29 16:59:13,148 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:03:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.8088, loss: 2.8088 +2025-06-29 16:59:58,698 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:02:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.8203, loss: 2.8203 +2025-06-29 17:00:44,236 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:01:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.8230, loss: 2.8230 +2025-06-29 17:01:29,931 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:01:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.9188, loss: 2.9188 +2025-06-29 17:02:15,345 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:00:21, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.9104, loss: 2.9104 +2025-06-29 17:03:00,580 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 21:59:36, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.8122, loss: 2.8122 +2025-06-29 17:03:03,213 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-29 17:07:02,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:07:03,247 - pyskl - INFO - +top1_acc 0.8139 +top5_acc 0.9636 +2025-06-29 17:07:03,321 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_95.pth was removed +2025-06-29 17:07:04,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-06-29 17:07:04,402 - pyskl - INFO - Best top1_acc is 0.8139 at 99 epoch. +2025-06-29 17:07:04,431 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8139, top5_acc: 0.9636 +2025-06-29 17:08:14,325 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 21:58:59, time: 0.699, data_time: 0.246, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.6659, loss: 2.6659 +2025-06-29 17:08:59,748 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 21:58:13, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.7233, loss: 2.7233 +2025-06-29 17:09:44,861 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 21:57:28, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.8514, loss: 2.8514 +2025-06-29 17:10:29,900 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 21:56:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.6359, loss: 2.6359 +2025-06-29 17:11:14,914 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 21:55:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.6838, loss: 2.6838 +2025-06-29 17:12:00,282 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 21:55:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.6551, loss: 2.6551 +2025-06-29 17:12:45,755 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 21:54:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.6964, loss: 2.6964 +2025-06-29 17:13:31,382 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 21:53:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.7145, loss: 2.7145 +2025-06-29 17:14:16,450 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 21:52:53, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.7546, loss: 2.7546 +2025-06-29 17:15:01,250 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 21:52:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6826, loss: 2.6826 +2025-06-29 17:15:46,093 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 21:51:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.7816, loss: 2.7816 +2025-06-29 17:16:30,922 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 21:50:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.7957, loss: 2.7957 +2025-06-29 17:17:15,611 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 21:49:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.8058, loss: 2.8058 +2025-06-29 17:18:00,410 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 21:49:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6854, loss: 2.6854 +2025-06-29 17:18:45,177 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 21:48:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.8318, loss: 2.8318 +2025-06-29 17:19:29,996 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 21:47:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7590, loss: 2.7590 +2025-06-29 17:20:14,953 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 21:46:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.7954, loss: 2.7954 +2025-06-29 17:20:59,849 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 21:45:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.6802, loss: 2.6802 +2025-06-29 17:21:44,684 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 21:45:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.7605, loss: 2.7605 +2025-06-29 17:22:29,486 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 21:44:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.8446, loss: 2.8446 +2025-06-29 17:23:14,236 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 21:43:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.7471, loss: 2.7471 +2025-06-29 17:23:58,978 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 21:42:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.7678, loss: 2.7678 +2025-06-29 17:24:43,758 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 21:42:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.7529, loss: 2.7529 +2025-06-29 17:25:28,573 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 21:41:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.7413, loss: 2.7413 +2025-06-29 17:26:13,354 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 21:40:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7940, loss: 2.7940 +2025-06-29 17:26:58,271 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 21:39:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.7506, loss: 2.7506 +2025-06-29 17:27:43,203 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 21:39:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.7461, loss: 2.7461 +2025-06-29 17:28:28,268 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 21:38:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7585, loss: 2.7585 +2025-06-29 17:29:13,183 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 21:37:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.8097, loss: 2.8097 +2025-06-29 17:29:58,062 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 21:36:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.8271, loss: 2.8271 +2025-06-29 17:30:42,973 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:36:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8952, loss: 2.8952 +2025-06-29 17:31:27,942 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:35:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9906, loss_cls: 2.9082, loss: 2.9082 +2025-06-29 17:32:12,892 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:34:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.8246, loss: 2.8246 +2025-06-29 17:32:57,883 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:33:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.6985, loss: 2.6985 +2025-06-29 17:33:00,555 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-29 17:52:10,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:52:10,852 - pyskl - INFO - +top1_acc 0.7974 +top5_acc 0.9574 +2025-06-29 17:52:10,872 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.7974, top5_acc: 0.9574 +2025-06-29 17:53:18,313 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:33:06, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.6295, loss: 2.6295 +2025-06-29 17:54:03,063 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:32:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.6471, loss: 2.6471 +2025-06-29 17:54:47,908 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:31:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.6571, loss: 2.6571 +2025-06-29 17:55:32,671 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:30:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.6916, loss: 2.6916 +2025-06-29 17:56:17,501 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:30:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.6581, loss: 2.6581 +2025-06-29 17:57:02,258 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:29:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.6222, loss: 2.6222 +2025-06-29 17:57:47,094 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:28:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.7369, loss: 2.7369 +2025-06-29 17:58:32,023 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:27:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7954, loss: 2.7954 +2025-06-29 17:59:16,776 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:26:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.6603, loss: 2.6603 +2025-06-29 18:00:01,478 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:26:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.7143, loss: 2.7143 +2025-06-29 18:00:46,092 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:25:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.7558, loss: 2.7558 +2025-06-29 18:01:30,869 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:24:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.8507, loss: 2.8507 +2025-06-29 18:02:15,655 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:23:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7674, loss: 2.7674 +2025-06-29 18:03:00,301 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:23:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.8262, loss: 2.8262 +2025-06-29 18:03:45,070 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:22:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.7555, loss: 2.7555 +2025-06-29 18:04:29,867 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:21:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.7852, loss: 2.7852 +2025-06-29 18:05:14,716 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:20:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.7956, loss: 2.7956 +2025-06-29 18:05:59,367 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:20:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.8416, loss: 2.8416 +2025-06-29 18:06:44,066 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:19:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.7484, loss: 2.7484 +2025-06-29 18:07:28,787 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:18:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.8284, loss: 2.8284 +2025-06-29 18:08:13,466 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:17:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.7488, loss: 2.7488 +2025-06-29 18:08:58,145 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:16:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.8150, loss: 2.8150 +2025-06-29 18:09:42,800 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:16:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.6650, loss: 2.6650 +2025-06-29 18:10:27,394 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:15:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.7010, loss: 2.7010 +2025-06-29 18:11:12,176 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:14:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.8029, loss: 2.8029 +2025-06-29 18:11:56,749 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:13:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.7535, loss: 2.7535 +2025-06-29 18:12:41,228 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:13:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.6793, loss: 2.6793 +2025-06-29 18:13:25,843 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:12:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.8160, loss: 2.8160 +2025-06-29 18:14:10,423 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:11:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8455, loss: 2.8455 +2025-06-29 18:14:55,218 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:10:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.6892, loss: 2.6892 +2025-06-29 18:15:40,114 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:10:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.7087, loss: 2.7087 +2025-06-29 18:16:24,937 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:09:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.8172, loss: 2.8172 +2025-06-29 18:17:09,705 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:08:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8589, loss: 2.8589 +2025-06-29 18:17:54,384 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:07:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.7526, loss: 2.7526 +2025-06-29 18:17:57,002 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-29 18:21:57,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:21:57,644 - pyskl - INFO - +top1_acc 0.7886 +top5_acc 0.9575 +2025-06-29 18:21:57,663 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.7886, top5_acc: 0.9575 +2025-06-29 18:23:04,792 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:07:08, time: 0.671, data_time: 0.225, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.6762, loss: 2.6762 +2025-06-29 18:23:49,504 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:06:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.6526, loss: 2.6526 +2025-06-29 18:24:34,229 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:05:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.6447, loss: 2.6447 +2025-06-29 18:25:19,044 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:04:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.6440, loss: 2.6440 +2025-06-29 18:26:04,062 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:04:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.7665, loss: 2.7665 +2025-06-29 18:26:49,180 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:03:19, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.6889, loss: 2.6889 +2025-06-29 18:27:34,197 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:02:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 2.7331, loss: 2.7331 +2025-06-29 18:28:18,876 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:01:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.6571, loss: 2.6571 +2025-06-29 18:29:03,650 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:01:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.6904, loss: 2.6904 +2025-06-29 18:29:48,197 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:00:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.7007, loss: 2.7007 +2025-06-29 18:30:32,968 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 20:59:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.6848, loss: 2.6848 +2025-06-29 18:31:17,828 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 20:58:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.8258, loss: 2.8258 +2025-06-29 18:32:02,530 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 20:57:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.7248, loss: 2.7248 +2025-06-29 18:32:47,094 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 20:57:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.7842, loss: 2.7842 +2025-06-29 18:33:31,675 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 20:56:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.8927, loss: 2.8927 +2025-06-29 18:34:16,347 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 20:55:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.7725, loss: 2.7725 +2025-06-29 18:35:00,952 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 20:54:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.6937, loss: 2.6937 +2025-06-29 18:35:45,528 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 20:54:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.6939, loss: 2.6939 +2025-06-29 18:36:30,159 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 20:53:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.7189, loss: 2.7189 +2025-06-29 18:37:14,815 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 20:52:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.8226, loss: 2.8226 +2025-06-29 18:37:59,472 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 20:51:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.7491, loss: 2.7491 +2025-06-29 18:38:44,191 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 20:51:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.6075, loss: 2.6075 +2025-06-29 18:39:28,855 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 20:50:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.7452, loss: 2.7452 +2025-06-29 18:40:13,493 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 20:49:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.7931, loss: 2.7931 +2025-06-29 18:40:58,162 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 20:48:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8409, loss: 2.8409 +2025-06-29 18:41:42,803 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 20:47:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.7416, loss: 2.7416 +2025-06-29 18:42:27,409 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 20:47:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.7640, loss: 2.7640 +2025-06-29 18:43:12,104 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 20:46:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.6648, loss: 2.6648 +2025-06-29 18:43:56,734 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 20:45:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7833, loss: 2.7833 +2025-06-29 18:44:41,493 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 20:44:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6634, loss: 2.6634 +2025-06-29 18:45:26,231 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 20:44:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.6808, loss: 2.6808 +2025-06-29 18:46:10,910 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 20:43:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7648, loss: 2.7648 +2025-06-29 18:46:55,571 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 20:42:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.7532, loss: 2.7532 +2025-06-29 18:47:40,311 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 20:41:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8360, loss: 2.8360 +2025-06-29 18:47:42,947 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-29 18:51:40,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:51:40,553 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9581 +2025-06-29 18:51:40,572 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.7971, top5_acc: 0.9581 +2025-06-29 18:52:47,528 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 20:41:11, time: 0.669, data_time: 0.224, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.6146, loss: 2.6146 +2025-06-29 18:53:32,294 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 20:40:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.5228, loss: 2.5228 +2025-06-29 18:54:17,183 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 20:39:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.6103, loss: 2.6103 +2025-06-29 18:55:01,964 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 20:38:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.7513, loss: 2.7513 +2025-06-29 18:55:46,797 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 20:38:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.5342, loss: 2.5342 +2025-06-29 18:56:31,671 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 20:37:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.6916, loss: 2.6916 +2025-06-29 18:57:16,443 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:36:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.6295, loss: 2.6295 +2025-06-29 18:58:01,244 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:35:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.5480, loss: 2.5480 +2025-06-29 18:58:46,135 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:35:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.6322, loss: 2.6322 +2025-06-29 18:59:30,811 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:34:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.6257, loss: 2.6257 +2025-06-29 19:00:15,552 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:33:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.6784, loss: 2.6784 +2025-06-29 19:01:00,194 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:32:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.6737, loss: 2.6737 +2025-06-29 19:01:44,823 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:31:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.7424, loss: 2.7424 +2025-06-29 19:02:29,487 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:31:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.6781, loss: 2.6781 +2025-06-29 19:03:14,179 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:30:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.8071, loss: 2.8071 +2025-06-29 19:03:58,831 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:29:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.7792, loss: 2.7792 +2025-06-29 19:04:43,503 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:28:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.5874, loss: 2.5874 +2025-06-29 19:05:28,122 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:28:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.6541, loss: 2.6541 +2025-06-29 19:06:12,726 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:27:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.7332, loss: 2.7332 +2025-06-29 19:06:57,374 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:26:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6676, loss: 2.6676 +2025-06-29 19:07:42,011 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:25:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.8056, loss: 2.8056 +2025-06-29 19:08:26,612 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:25:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.6634, loss: 2.6634 +2025-06-29 19:09:11,285 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:24:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.5841, loss: 2.5841 +2025-06-29 19:09:55,832 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:23:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.7748, loss: 2.7748 +2025-06-29 19:10:40,501 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:22:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6508, loss: 2.6508 +2025-06-29 19:11:25,273 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:22:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.7552, loss: 2.7552 +2025-06-29 19:12:09,975 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.7007, loss: 2.7007 +2025-06-29 19:12:54,659 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:20:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.7607, loss: 2.7607 +2025-06-29 19:13:39,370 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:19:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7785, loss: 2.7785 +2025-06-29 19:14:24,173 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:18:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.7598, loss: 2.7598 +2025-06-29 19:15:09,016 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:18:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 2.7238, loss: 2.7238 +2025-06-29 19:15:53,764 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:17:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.6893, loss: 2.6893 +2025-06-29 19:16:38,409 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:16:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.7281, loss: 2.7281 +2025-06-29 19:17:23,094 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:15:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7788, loss: 2.7788 +2025-06-29 19:17:25,704 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-29 19:21:25,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:21:26,392 - pyskl - INFO - +top1_acc 0.7980 +top5_acc 0.9571 +2025-06-29 19:21:26,413 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.7980, top5_acc: 0.9571 +2025-06-29 19:22:33,891 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:15:14, time: 0.675, data_time: 0.227, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.6230, loss: 2.6230 +2025-06-29 19:23:18,628 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:14:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.5354, loss: 2.5354 +2025-06-29 19:24:03,461 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:13:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9956, loss_cls: 2.5737, loss: 2.5737 +2025-06-29 19:24:48,219 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:12:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.5856, loss: 2.5856 +2025-06-29 19:25:33,048 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:12:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.6659, loss: 2.6659 +2025-06-29 19:26:17,734 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:11:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.6238, loss: 2.6238 +2025-06-29 19:27:02,467 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:10:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.5839, loss: 2.5839 +2025-06-29 19:27:47,167 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:09:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.5650, loss: 2.5650 +2025-06-29 19:28:31,829 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:09:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6417, loss: 2.6417 +2025-06-29 19:29:16,494 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:08:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5871, loss: 2.5871 +2025-06-29 19:30:01,126 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:07:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.7301, loss: 2.7301 +2025-06-29 19:30:45,777 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:06:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.7502, loss: 2.7502 +2025-06-29 19:31:30,436 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:06:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.6627, loss: 2.6627 +2025-06-29 19:32:15,057 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:05:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.6725, loss: 2.6725 +2025-06-29 19:32:59,763 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:04:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.6998, loss: 2.6998 +2025-06-29 19:33:44,366 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:03:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.7109, loss: 2.7109 +2025-06-29 19:34:28,996 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:02:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.6487, loss: 2.6487 +2025-06-29 19:35:13,610 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:02:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.5464, loss: 2.5464 +2025-06-29 19:35:58,243 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:01:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.5322, loss: 2.5322 +2025-06-29 19:36:42,894 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:00:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.7095, loss: 2.7095 +2025-06-29 19:37:27,525 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 19:59:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.7055, loss: 2.7055 +2025-06-29 19:38:12,284 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 19:59:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.6335, loss: 2.6335 +2025-06-29 19:38:57,055 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 19:58:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.7237, loss: 2.7237 +2025-06-29 19:39:41,740 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 19:57:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.7537, loss: 2.7537 +2025-06-29 19:40:26,843 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 19:56:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.7636, loss: 2.7636 +2025-06-29 19:41:11,866 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 19:56:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.5683, loss: 2.5683 +2025-06-29 19:41:56,598 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 19:55:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.7225, loss: 2.7225 +2025-06-29 19:42:41,341 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 19:54:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7341, loss: 2.7341 +2025-06-29 19:43:25,975 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 19:53:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.7618, loss: 2.7618 +2025-06-29 19:44:10,642 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 19:53:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.8098, loss: 2.8098 +2025-06-29 19:44:55,670 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 19:52:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.6633, loss: 2.6633 +2025-06-29 19:45:40,317 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 19:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.7387, loss: 2.7387 +2025-06-29 19:46:24,999 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 19:50:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.7921, loss: 2.7921 +2025-06-29 19:47:09,717 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 19:49:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.6399, loss: 2.6399 +2025-06-29 19:47:12,340 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-29 19:51:13,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:51:14,191 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9582 +2025-06-29 19:51:14,231 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8045, top5_acc: 0.9582 +2025-06-29 19:52:23,800 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 19:49:19, time: 0.696, data_time: 0.243, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5902, loss: 2.5902 +2025-06-29 19:53:09,060 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 19:48:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.6053, loss: 2.6053 +2025-06-29 19:53:53,987 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 19:47:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.6253, loss: 2.6253 +2025-06-29 19:54:38,890 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 19:47:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.5178, loss: 2.5178 +2025-06-29 19:55:23,674 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 19:46:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.5881, loss: 2.5881 +2025-06-29 19:56:08,405 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 19:45:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5275, loss: 2.5275 +2025-06-29 19:56:53,130 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 19:44:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.5584, loss: 2.5584 +2025-06-29 19:57:37,890 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 19:43:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.7545, loss: 2.7545 +2025-06-29 19:58:22,651 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 19:43:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.6540, loss: 2.6540 +2025-06-29 19:59:07,423 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 19:42:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.5520, loss: 2.5520 +2025-06-29 19:59:52,203 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 19:41:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.6305, loss: 2.6305 +2025-06-29 20:00:37,000 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 19:40:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.5317, loss: 2.5317 +2025-06-29 20:01:21,805 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 19:40:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.6621, loss: 2.6621 +2025-06-29 20:02:06,658 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 19:39:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.6765, loss: 2.6765 +2025-06-29 20:02:51,429 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 19:38:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.6518, loss: 2.6518 +2025-06-29 20:03:36,181 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:37:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.7649, loss: 2.7649 +2025-06-29 20:04:20,933 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:37:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.6692, loss: 2.6692 +2025-06-29 20:05:05,691 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:36:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.6086, loss: 2.6086 +2025-06-29 20:05:50,405 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:35:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.6688, loss: 2.6688 +2025-06-29 20:06:35,111 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:34:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.6381, loss: 2.6381 +2025-06-29 20:07:20,060 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:34:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.5062, loss: 2.5062 +2025-06-29 20:08:04,975 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:33:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.5796, loss: 2.5796 +2025-06-29 20:08:49,772 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:32:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5953, loss: 2.5953 +2025-06-29 20:09:34,594 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:31:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.5958, loss: 2.5958 +2025-06-29 20:10:19,330 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:30:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.6552, loss: 2.6552 +2025-06-29 20:11:04,136 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:30:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9956, loss_cls: 2.6196, loss: 2.6196 +2025-06-29 20:11:48,955 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:29:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.6429, loss: 2.6429 +2025-06-29 20:12:33,795 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:28:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.6121, loss: 2.6121 +2025-06-29 20:13:18,646 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:27:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6750, loss: 2.6750 +2025-06-29 20:14:03,382 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:27:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.7047, loss: 2.7047 +2025-06-29 20:14:48,418 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:26:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5828, loss: 2.5828 +2025-06-29 20:15:33,124 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:25:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.6544, loss: 2.6544 +2025-06-29 20:16:17,875 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:24:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.6752, loss: 2.6752 +2025-06-29 20:17:02,592 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:24:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.5570, loss: 2.5570 +2025-06-29 20:17:05,187 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-29 20:35:15,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:35:16,478 - pyskl - INFO - +top1_acc 0.7909 +top5_acc 0.9520 +2025-06-29 20:35:16,498 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.7909, top5_acc: 0.9520 +2025-06-29 20:36:46,010 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:23:34, time: 0.895, data_time: 0.226, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.5043, loss: 2.5043 +2025-06-29 20:37:52,631 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:22:57, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.4744, loss: 2.4744 +2025-06-29 20:38:59,216 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:22:20, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.5563, loss: 2.5563 +2025-06-29 20:40:05,818 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:21:44, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5881, loss: 2.5881 +2025-06-29 20:41:12,398 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:21:07, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.4988, loss: 2.4988 +2025-06-29 20:42:18,970 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:20:30, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.5234, loss: 2.5234 +2025-06-29 20:43:25,477 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:19:54, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.5771, loss: 2.5771 +2025-06-29 20:44:32,272 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:19:17, time: 0.668, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.6398, loss: 2.6398 +2025-06-29 20:45:38,774 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:18:40, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4861, loss: 2.4861 +2025-06-29 20:46:45,383 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:18:03, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.5745, loss: 2.5745 +2025-06-29 20:47:52,012 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:17:27, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9956, loss_cls: 2.6062, loss: 2.6062 +2025-06-29 20:48:58,483 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:16:50, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5871, loss: 2.5871 +2025-06-29 20:50:04,945 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:16:13, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.5685, loss: 2.5685 +2025-06-29 20:51:11,392 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:15:36, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.5505, loss: 2.5505 +2025-06-29 20:52:17,897 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:14:59, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.4844, loss: 2.4844 +2025-06-29 20:53:24,367 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:14:22, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.6620, loss: 2.6620 +2025-06-29 20:54:30,787 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:13:45, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.6807, loss: 2.6807 +2025-06-29 20:55:37,252 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:13:09, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.6379, loss: 2.6379 +2025-06-29 20:56:43,646 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:12:32, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.5782, loss: 2.5782 +2025-06-29 20:57:50,077 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:11:55, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.5886, loss: 2.5886 +2025-06-29 20:58:56,586 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:11:18, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.6978, loss: 2.6978 +2025-06-29 21:00:03,148 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:10:41, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.5923, loss: 2.5923 +2025-06-29 21:01:09,669 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:10:04, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.5900, loss: 2.5900 +2025-06-29 21:02:16,154 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:09:27, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.6046, loss: 2.6046 +2025-06-29 21:03:22,613 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:08:50, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5374, loss: 2.5374 +2025-06-29 21:04:29,130 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:08:13, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.6129, loss: 2.6129 +2025-06-29 21:05:35,598 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:07:36, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.6245, loss: 2.6245 +2025-06-29 21:06:42,103 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:06:58, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.6446, loss: 2.6446 +2025-06-29 21:07:48,539 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:06:21, time: 0.664, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6802, loss: 2.6802 +2025-06-29 21:08:55,123 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:05:44, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.6586, loss: 2.6586 +2025-06-29 21:10:01,684 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:05:07, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5717, loss: 2.5717 +2025-06-29 21:11:08,183 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:04:30, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.6378, loss: 2.6378 +2025-06-29 21:12:14,715 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:03:53, time: 0.665, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.6565, loss: 2.6565 +2025-06-29 21:13:21,290 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:03:16, time: 0.666, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.5181, loss: 2.5181 +2025-06-29 21:13:24,813 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-29 21:17:24,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:17:24,915 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9619 +2025-06-29 21:17:24,971 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_99.pth was removed +2025-06-29 21:17:26,044 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-29 21:17:26,045 - pyskl - INFO - Best top1_acc is 0.8181 at 106 epoch. +2025-06-29 21:17:26,066 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8181, top5_acc: 0.9619 +2025-06-29 21:18:33,433 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:02:36, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.4541, loss: 2.4541 +2025-06-29 21:19:18,051 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:01:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.5376, loss: 2.5376 +2025-06-29 21:20:02,716 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:01:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.5328, loss: 2.5328 +2025-06-29 21:20:47,351 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:00:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.5165, loss: 2.5165 +2025-06-29 21:21:32,043 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 18:59:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.5185, loss: 2.5185 +2025-06-29 21:22:16,779 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 18:58:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5015, loss: 2.5015 +2025-06-29 21:23:01,413 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 18:57:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.4334, loss: 2.4334 +2025-06-29 21:23:46,335 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 18:57:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.4705, loss: 2.4705 +2025-06-29 21:24:31,300 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 18:56:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.5039, loss: 2.5039 +2025-06-29 21:25:16,245 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 18:55:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.6076, loss: 2.6076 +2025-06-29 21:26:01,192 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 18:54:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.5914, loss: 2.5914 +2025-06-29 21:26:46,186 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 18:54:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5810, loss: 2.5810 +2025-06-29 21:27:31,058 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 18:53:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.5868, loss: 2.5868 +2025-06-29 21:28:15,980 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 18:52:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.4885, loss: 2.4885 +2025-06-29 21:29:00,786 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 18:51:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.5156, loss: 2.5156 +2025-06-29 21:29:45,676 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 18:51:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.6049, loss: 2.6049 +2025-06-29 21:30:30,409 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 18:50:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.6191, loss: 2.6191 +2025-06-29 21:31:15,042 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 18:49:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.5406, loss: 2.5406 +2025-06-29 21:31:59,534 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 18:48:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.6416, loss: 2.6416 +2025-06-29 21:32:44,271 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 18:47:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5956, loss: 2.5956 +2025-06-29 21:33:28,901 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 18:47:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.5792, loss: 2.5792 +2025-06-29 21:34:13,548 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 18:46:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.5881, loss: 2.5881 +2025-06-29 21:34:58,234 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 18:45:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.5285, loss: 2.5285 +2025-06-29 21:35:42,871 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 18:44:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.4993, loss: 2.4993 +2025-06-29 21:36:27,507 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:44:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.6698, loss: 2.6698 +2025-06-29 21:37:12,107 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:43:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.6166, loss: 2.6166 +2025-06-29 21:37:56,812 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:42:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6381, loss: 2.6381 +2025-06-29 21:38:41,508 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:41:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.5767, loss: 2.5767 +2025-06-29 21:39:26,427 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:41:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.4861, loss: 2.4861 +2025-06-29 21:40:11,222 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:40:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.6144, loss: 2.6144 +2025-06-29 21:40:55,972 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:39:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.5899, loss: 2.5899 +2025-06-29 21:41:40,783 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:38:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.5892, loss: 2.5892 +2025-06-29 21:42:25,505 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:37:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.6371, loss: 2.6371 +2025-06-29 21:43:10,311 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:37:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.6420, loss: 2.6420 +2025-06-29 21:43:12,916 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-29 21:47:13,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:47:13,557 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9600 +2025-06-29 21:47:13,576 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8181, top5_acc: 0.9600 +2025-06-29 21:48:21,077 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:36:31, time: 0.675, data_time: 0.226, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5583, loss: 2.5583 +2025-06-29 21:49:06,076 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:35:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.4064, loss: 2.4064 +2025-06-29 21:49:50,774 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:34:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.5074, loss: 2.5074 +2025-06-29 21:50:35,651 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:34:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9975, loss_cls: 2.4908, loss: 2.4908 +2025-06-29 21:51:20,436 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:33:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.4750, loss: 2.4750 +2025-06-29 21:52:05,189 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:32:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.4590, loss: 2.4590 +2025-06-29 21:52:50,035 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:31:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5350, loss: 2.5350 +2025-06-29 21:53:34,900 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:31:07, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4647, loss: 2.4647 +2025-06-29 21:54:19,740 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:30:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.4383, loss: 2.4383 +2025-06-29 21:55:04,566 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:29:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4076, loss: 2.4076 +2025-06-29 21:55:49,374 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:28:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.4448, loss: 2.4448 +2025-06-29 21:56:34,191 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:28:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4177, loss: 2.4177 +2025-06-29 21:57:18,977 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:27:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9950, loss_cls: 2.5368, loss: 2.5368 +2025-06-29 21:58:03,884 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:26:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.5085, loss: 2.5085 +2025-06-29 21:58:48,603 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:25:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.4354, loss: 2.4354 +2025-06-29 21:59:33,411 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:24:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.6318, loss: 2.6318 +2025-06-29 22:00:18,254 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:24:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5782, loss: 2.5782 +2025-06-29 22:01:03,031 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:23:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.6128, loss: 2.6128 +2025-06-29 22:01:48,059 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:22:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.4500, loss: 2.4500 +2025-06-29 22:02:33,148 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:21:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.5172, loss: 2.5172 +2025-06-29 22:03:17,882 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:21:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.5737, loss: 2.5737 +2025-06-29 22:04:02,606 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:20:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.5686, loss: 2.5686 +2025-06-29 22:04:47,705 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:19:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9950, loss_cls: 2.5256, loss: 2.5256 +2025-06-29 22:05:32,576 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:18:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.5500, loss: 2.5500 +2025-06-29 22:06:17,230 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:18:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9956, loss_cls: 2.6164, loss: 2.6164 +2025-06-29 22:07:01,879 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:17:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5752, loss: 2.5752 +2025-06-29 22:07:46,572 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:16:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5717, loss: 2.5717 +2025-06-29 22:08:31,361 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:15:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.6209, loss: 2.6209 +2025-06-29 22:09:16,027 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:14:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.4310, loss: 2.4310 +2025-06-29 22:10:00,813 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:14:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5783, loss: 2.5783 +2025-06-29 22:10:45,539 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:13:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.4729, loss: 2.4729 +2025-06-29 22:11:30,150 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:12:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.4862, loss: 2.4862 +2025-06-29 22:12:14,732 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:11:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.5819, loss: 2.5819 +2025-06-29 22:12:59,307 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:11:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.5960, loss: 2.5960 +2025-06-29 22:13:01,857 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-29 22:17:01,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:17:01,660 - pyskl - INFO - +top1_acc 0.8093 +top5_acc 0.9600 +2025-06-29 22:17:01,678 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8093, top5_acc: 0.9600 +2025-06-29 22:18:08,989 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:10:26, time: 0.673, data_time: 0.224, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.5088, loss: 2.5088 +2025-06-29 22:18:53,672 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:09:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.4408, loss: 2.4408 +2025-06-29 22:19:38,228 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:08:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4579, loss: 2.4579 +2025-06-29 22:20:22,898 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:08:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.4399, loss: 2.4399 +2025-06-29 22:21:07,561 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:07:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.4126, loss: 2.4126 +2025-06-29 22:21:52,271 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:06:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.4413, loss: 2.4413 +2025-06-29 22:22:36,985 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:05:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.4001, loss: 2.4001 +2025-06-29 22:23:21,657 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:05:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.4922, loss: 2.4922 +2025-06-29 22:24:06,498 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:04:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.4894, loss: 2.4894 +2025-06-29 22:24:51,227 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:03:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.4387, loss: 2.4387 +2025-06-29 22:25:35,860 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:02:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.3126, loss: 2.3126 +2025-06-29 22:26:20,594 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9975, loss_cls: 2.4618, loss: 2.4618 +2025-06-29 22:27:05,235 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:01:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.4969, loss: 2.4969 +2025-06-29 22:27:49,885 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:00:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.5104, loss: 2.5104 +2025-06-29 22:28:34,527 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 17:59:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.4684, loss: 2.4684 +2025-06-29 22:29:19,267 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 17:58:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.3928, loss: 2.3928 +2025-06-29 22:30:04,005 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 17:58:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.5619, loss: 2.5619 +2025-06-29 22:30:48,634 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 17:57:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.5747, loss: 2.5747 +2025-06-29 22:31:33,262 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 17:56:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4913, loss: 2.4913 +2025-06-29 22:32:17,853 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 17:55:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.5716, loss: 2.5716 +2025-06-29 22:33:02,703 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 17:55:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.5437, loss: 2.5437 +2025-06-29 22:33:47,419 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 17:54:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5044, loss: 2.5044 +2025-06-29 22:34:32,099 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 17:53:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.5302, loss: 2.5302 +2025-06-29 22:35:16,631 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 17:52:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.4307, loss: 2.4307 +2025-06-29 22:36:01,521 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 17:51:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.4293, loss: 2.4293 +2025-06-29 22:36:46,238 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 17:51:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.5885, loss: 2.5885 +2025-06-29 22:37:30,863 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 17:50:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.4797, loss: 2.4797 +2025-06-29 22:38:15,546 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 17:49:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.5328, loss: 2.5328 +2025-06-29 22:39:00,317 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 17:48:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.6156, loss: 2.6156 +2025-06-29 22:39:44,975 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 17:48:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5768, loss: 2.5768 +2025-06-29 22:40:29,675 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 17:47:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.5246, loss: 2.5246 +2025-06-29 22:41:14,400 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 17:46:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.5502, loss: 2.5502 +2025-06-29 22:41:59,099 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 17:45:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5839, loss: 2.5839 +2025-06-29 22:42:43,769 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 17:45:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.5055, loss: 2.5055 +2025-06-29 22:42:46,289 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-29 22:46:45,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:46:46,398 - pyskl - INFO - +top1_acc 0.8120 +top5_acc 0.9634 +2025-06-29 22:46:46,421 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8120, top5_acc: 0.9634 +2025-06-29 22:47:54,468 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:44:21, time: 0.680, data_time: 0.234, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.4326, loss: 2.4326 +2025-06-29 22:48:39,183 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:43:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.3558, loss: 2.3558 +2025-06-29 22:49:23,876 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:42:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.3891, loss: 2.3891 +2025-06-29 22:50:08,634 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:42:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.3833, loss: 2.3833 +2025-06-29 22:50:53,405 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:41:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.4412, loss: 2.4412 +2025-06-29 22:51:38,152 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:40:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.4572, loss: 2.4572 +2025-06-29 22:52:22,886 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:39:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.4765, loss: 2.4765 +2025-06-29 22:53:07,738 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:38:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.4587, loss: 2.4587 +2025-06-29 22:53:52,691 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:38:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.4556, loss: 2.4556 +2025-06-29 22:54:37,670 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:37:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3638, loss: 2.3638 +2025-06-29 22:55:22,492 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:36:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.4651, loss: 2.4651 +2025-06-29 22:56:07,251 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:35:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.4563, loss: 2.4563 +2025-06-29 22:56:52,069 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:35:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.5008, loss: 2.5008 +2025-06-29 22:57:36,867 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:34:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4850, loss: 2.4850 +2025-06-29 22:58:21,695 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:33:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.4876, loss: 2.4876 +2025-06-29 22:59:06,622 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:32:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.4385, loss: 2.4385 +2025-06-29 22:59:51,609 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:32:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.3667, loss: 2.3667 +2025-06-29 23:00:36,553 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:31:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3843, loss: 2.3843 +2025-06-29 23:01:21,469 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:30:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.4278, loss: 2.4278 +2025-06-29 23:02:06,262 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:29:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9962, loss_cls: 2.4337, loss: 2.4337 +2025-06-29 23:02:51,056 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:28:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5569, loss: 2.5569 +2025-06-29 23:03:35,757 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:28:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.4880, loss: 2.4880 +2025-06-29 23:04:20,540 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:27:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.4944, loss: 2.4944 +2025-06-29 23:05:05,390 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:26:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.6633, loss: 2.6633 +2025-06-29 23:05:50,195 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:25:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.4444, loss: 2.4444 +2025-06-29 23:06:35,159 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:25:08, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.4743, loss: 2.4743 +2025-06-29 23:07:19,976 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:24:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4478, loss: 2.4478 +2025-06-29 23:08:04,797 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:23:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.5853, loss: 2.5853 +2025-06-29 23:08:49,656 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:22:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.6131, loss: 2.6131 +2025-06-29 23:09:34,397 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:22:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.4277, loss: 2.4277 +2025-06-29 23:10:19,138 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:21:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5628, loss: 2.5628 +2025-06-29 23:11:03,861 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:20:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.3739, loss: 2.3739 +2025-06-29 23:11:48,558 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:19:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.5070, loss: 2.5070 +2025-06-29 23:12:33,340 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:18:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.4681, loss: 2.4681 +2025-06-29 23:12:35,974 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-29 23:31:23,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:31:24,169 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9626 +2025-06-29 23:31:24,223 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_106.pth was removed +2025-06-29 23:31:25,267 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-29 23:31:25,269 - pyskl - INFO - Best top1_acc is 0.8196 at 110 epoch. +2025-06-29 23:31:25,287 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8196, top5_acc: 0.9626 +2025-06-29 23:32:32,705 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:18:18, time: 0.674, data_time: 0.228, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.4104, loss: 2.4104 +2025-06-29 23:33:17,374 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:17:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.3058, loss: 2.3058 +2025-06-29 23:34:02,140 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:16:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.4361, loss: 2.4361 +2025-06-29 23:34:46,719 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:16:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.4487, loss: 2.4487 +2025-06-29 23:35:31,288 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:15:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.3929, loss: 2.3929 +2025-06-29 23:36:15,982 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:14:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.4440, loss: 2.4440 +2025-06-29 23:37:00,661 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:13:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.3574, loss: 2.3574 +2025-06-29 23:37:45,299 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:12:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.4172, loss: 2.4172 +2025-06-29 23:38:29,946 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:12:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3917, loss: 2.3917 +2025-06-29 23:39:14,617 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:11:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.4169, loss: 2.4169 +2025-06-29 23:39:59,452 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:10:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.4293, loss: 2.4293 +2025-06-29 23:40:44,235 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:09:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.3483, loss: 2.3483 +2025-06-29 23:41:28,881 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:09:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2754, loss: 2.2754 +2025-06-29 23:42:13,563 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:08:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.4202, loss: 2.4202 +2025-06-29 23:42:58,308 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:07:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.4465, loss: 2.4465 +2025-06-29 23:43:43,154 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:06:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.4855, loss: 2.4855 +2025-06-29 23:44:27,931 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:06:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4336, loss: 2.4336 +2025-06-29 23:45:12,627 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:05:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4847, loss: 2.4847 +2025-06-29 23:45:57,310 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:04:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4789, loss: 2.4789 +2025-06-29 23:46:42,041 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:03:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.4373, loss: 2.4373 +2025-06-29 23:47:26,676 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:02:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.4412, loss: 2.4412 +2025-06-29 23:48:11,315 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:02:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4558, loss: 2.4558 +2025-06-29 23:48:56,154 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:01:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.4448, loss: 2.4448 +2025-06-29 23:49:40,923 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:00:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.4240, loss: 2.4240 +2025-06-29 23:50:25,875 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 16:59:51, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.4289, loss: 2.4289 +2025-06-29 23:51:10,748 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 16:59:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3270, loss: 2.3270 +2025-06-29 23:51:55,492 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 16:58:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.4431, loss: 2.4431 +2025-06-29 23:52:40,371 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 16:57:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.5417, loss: 2.5417 +2025-06-29 23:53:25,111 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 16:56:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.4451, loss: 2.4451 +2025-06-29 23:54:09,799 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 16:56:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.4322, loss: 2.4322 +2025-06-29 23:54:54,710 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 16:55:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5279, loss: 2.5279 +2025-06-29 23:55:39,600 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 16:54:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.4662, loss: 2.4662 +2025-06-29 23:56:24,499 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 16:53:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.3086, loss: 2.3086 +2025-06-29 23:57:09,537 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 16:52:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.4771, loss: 2.4771 +2025-06-29 23:57:12,174 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-30 00:01:12,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:01:12,916 - pyskl - INFO - +top1_acc 0.8150 +top5_acc 0.9598 +2025-06-30 00:01:12,939 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8150, top5_acc: 0.9598 +2025-06-30 00:02:20,553 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 16:52:15, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3716, loss: 2.3716 +2025-06-30 00:03:05,404 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 16:51:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.3496, loss: 2.3496 +2025-06-30 00:03:50,043 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 16:50:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.2783, loss: 2.2783 +2025-06-30 00:04:34,634 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 16:49:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.3856, loss: 2.3856 +2025-06-30 00:05:19,283 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 16:49:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.3459, loss: 2.3459 +2025-06-30 00:06:03,943 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 16:48:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.4080, loss: 2.4080 +2025-06-30 00:06:48,545 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 16:47:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.2942, loss: 2.2942 +2025-06-30 00:07:33,092 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 16:46:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 2.2511, loss: 2.2511 +2025-06-30 00:08:17,776 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 16:46:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.2993, loss: 2.2993 +2025-06-30 00:09:02,421 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:45:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3727, loss: 2.3727 +2025-06-30 00:09:47,105 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:44:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.4198, loss: 2.4198 +2025-06-30 00:10:31,816 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:43:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.3609, loss: 2.3609 +2025-06-30 00:11:16,509 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:43:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.3856, loss: 2.3856 +2025-06-30 00:12:01,176 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:42:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.3113, loss: 2.3113 +2025-06-30 00:12:46,074 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:41:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.3497, loss: 2.3497 +2025-06-30 00:13:30,738 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:40:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 2.4554, loss: 2.4554 +2025-06-30 00:14:15,438 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:39:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.3502, loss: 2.3502 +2025-06-30 00:15:00,056 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:39:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.3485, loss: 2.3485 +2025-06-30 00:15:44,762 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:38:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.3709, loss: 2.3709 +2025-06-30 00:16:29,482 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:37:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.4325, loss: 2.4325 +2025-06-30 00:17:14,166 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:36:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.4286, loss: 2.4286 +2025-06-30 00:17:58,847 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:36:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.3643, loss: 2.3643 +2025-06-30 00:18:43,503 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:35:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.3843, loss: 2.3843 +2025-06-30 00:19:28,260 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:34:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.4165, loss: 2.4165 +2025-06-30 00:20:12,957 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:33:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.4731, loss: 2.4731 +2025-06-30 00:20:57,595 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:33:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.3797, loss: 2.3797 +2025-06-30 00:21:42,390 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:32:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.4216, loss: 2.4216 +2025-06-30 00:22:27,223 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:31:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4136, loss: 2.4136 +2025-06-30 00:23:12,160 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:30:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.3948, loss: 2.3948 +2025-06-30 00:23:56,971 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:29:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.4078, loss: 2.4078 +2025-06-30 00:24:41,647 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:29:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.5281, loss: 2.5281 +2025-06-30 00:25:26,524 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:28:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.3524, loss: 2.3524 +2025-06-30 00:26:11,532 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:27:38, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.4611, loss: 2.4611 +2025-06-30 00:26:56,496 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:26:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.3229, loss: 2.3229 +2025-06-30 00:26:59,140 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-30 00:30:56,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:30:57,094 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9568 +2025-06-30 00:30:57,112 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8036, top5_acc: 0.9568 +2025-06-30 00:32:04,891 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:26:11, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.4380, loss: 2.4380 +2025-06-30 00:32:49,702 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:25:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.2696, loss: 2.2696 +2025-06-30 00:33:34,498 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:24:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.3261, loss: 2.3261 +2025-06-30 00:34:19,270 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:23:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 2.2877, loss: 2.2877 +2025-06-30 00:35:03,997 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:23:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3732, loss: 2.3732 +2025-06-30 00:35:48,641 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:22:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.3339, loss: 2.3339 +2025-06-30 00:36:33,314 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:21:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.3425, loss: 2.3425 +2025-06-30 00:37:17,922 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:20:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.2458, loss: 2.2458 +2025-06-30 00:38:02,599 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:20:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2672, loss: 2.2672 +2025-06-30 00:38:47,328 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:19:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4444, loss: 2.4444 +2025-06-30 00:39:31,975 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:18:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.3592, loss: 2.3592 +2025-06-30 00:40:16,690 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:17:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.4267, loss: 2.4267 +2025-06-30 00:41:01,349 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:16:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.3259, loss: 2.3259 +2025-06-30 00:41:46,091 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:16:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3457, loss: 2.3457 +2025-06-30 00:42:31,065 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:15:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.3053, loss: 2.3053 +2025-06-30 00:43:15,953 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:14:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.4282, loss: 2.4282 +2025-06-30 00:44:00,649 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:13:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.2518, loss: 2.2518 +2025-06-30 00:44:45,456 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:13:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.3542, loss: 2.3542 +2025-06-30 00:45:30,357 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:12:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.3074, loss: 2.3074 +2025-06-30 00:46:15,274 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:11:35, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.3402, loss: 2.3402 +2025-06-30 00:47:00,055 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:10:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.4620, loss: 2.4620 +2025-06-30 00:47:45,077 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:10:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.3918, loss: 2.3918 +2025-06-30 00:48:29,869 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:09:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.3516, loss: 2.3516 +2025-06-30 00:49:14,435 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:08:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.2882, loss: 2.2882 +2025-06-30 00:49:59,157 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:07:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.3804, loss: 2.3804 +2025-06-30 00:50:43,831 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:06:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.4328, loss: 2.4328 +2025-06-30 00:51:28,539 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:06:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.4348, loss: 2.4348 +2025-06-30 00:52:13,190 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:05:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.3882, loss: 2.3882 +2025-06-30 00:52:57,767 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:04:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.4553, loss: 2.4553 +2025-06-30 00:53:42,348 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:03:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.3949, loss: 2.3949 +2025-06-30 00:54:27,002 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:03:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.3980, loss: 2.3980 +2025-06-30 00:55:11,666 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:02:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.3576, loss: 2.3576 +2025-06-30 00:55:56,515 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:01:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4928, loss: 2.4928 +2025-06-30 00:56:41,283 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:00:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3790, loss: 2.3790 +2025-06-30 00:56:43,876 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-30 01:00:40,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:00:41,215 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9634 +2025-06-30 01:00:41,269 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_110.pth was removed +2025-06-30 01:00:42,365 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-30 01:00:42,366 - pyskl - INFO - Best top1_acc is 0.8285 at 113 epoch. +2025-06-30 01:00:42,385 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8285, top5_acc: 0.9634 +2025-06-30 01:01:49,196 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:00:08, time: 0.668, data_time: 0.222, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.2001, loss: 2.2001 +2025-06-30 01:02:33,845 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 15:59:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.3156, loss: 2.3156 +2025-06-30 01:03:18,644 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 15:58:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2661, loss: 2.2661 +2025-06-30 01:04:03,335 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 15:57:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2908, loss: 2.2908 +2025-06-30 01:04:48,064 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 15:57:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.2496, loss: 2.2496 +2025-06-30 01:05:33,251 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 15:56:17, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2710, loss: 2.2710 +2025-06-30 01:06:18,382 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 15:55:31, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.2478, loss: 2.2478 +2025-06-30 01:07:03,253 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 15:54:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.2659, loss: 2.2659 +2025-06-30 01:07:47,972 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 15:53:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.2828, loss: 2.2828 +2025-06-30 01:08:32,770 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 15:53:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.3630, loss: 2.3630 +2025-06-30 01:09:17,474 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 15:52:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.3737, loss: 2.3737 +2025-06-30 01:10:02,166 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 15:51:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.3160, loss: 2.3160 +2025-06-30 01:10:46,861 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 15:50:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.3148, loss: 2.3148 +2025-06-30 01:11:31,592 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 15:50:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.3354, loss: 2.3354 +2025-06-30 01:12:16,589 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 15:49:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.2939, loss: 2.2939 +2025-06-30 01:13:01,694 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 15:48:37, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.3156, loss: 2.3156 +2025-06-30 01:13:46,809 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 15:47:51, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.2881, loss: 2.2881 +2025-06-30 01:14:32,087 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 15:47:05, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.2172, loss: 2.2172 +2025-06-30 01:15:17,253 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 15:46:19, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.2825, loss: 2.2825 +2025-06-30 01:16:02,618 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:45:33, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.3985, loss: 2.3985 +2025-06-30 01:16:47,801 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:44:47, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.2271, loss: 2.2271 +2025-06-30 01:17:32,516 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:44:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3487, loss: 2.3487 +2025-06-30 01:18:17,493 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:43:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.2879, loss: 2.2879 +2025-06-30 01:19:02,629 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:42:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.3862, loss: 2.3862 +2025-06-30 01:19:47,579 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:41:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.4311, loss: 2.4311 +2025-06-30 01:20:32,408 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:40:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.3298, loss: 2.3298 +2025-06-30 01:21:16,955 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:40:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.3103, loss: 2.3103 +2025-06-30 01:22:01,656 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:39:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.3203, loss: 2.3203 +2025-06-30 01:22:46,238 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:38:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.3654, loss: 2.3654 +2025-06-30 01:23:30,912 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:37:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.3233, loss: 2.3233 +2025-06-30 01:24:15,614 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:37:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.3480, loss: 2.3480 +2025-06-30 01:25:00,362 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:36:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 2.4758, loss: 2.4758 +2025-06-30 01:25:45,092 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:35:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.3215, loss: 2.3215 +2025-06-30 01:26:29,907 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:34:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.4573, loss: 2.4573 +2025-06-30 01:26:32,581 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-30 01:30:32,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:30:32,687 - pyskl - INFO - +top1_acc 0.8238 +top5_acc 0.9621 +2025-06-30 01:30:32,709 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8238, top5_acc: 0.9621 +2025-06-30 01:31:40,363 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:34:06, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1567, loss: 2.1567 +2025-06-30 01:32:25,036 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:33:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.2466, loss: 2.2466 +2025-06-30 01:33:09,694 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:32:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2816, loss: 2.2816 +2025-06-30 01:33:54,320 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:31:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.2850, loss: 2.2850 +2025-06-30 01:34:38,976 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:31:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2845, loss: 2.2845 +2025-06-30 01:35:23,722 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:30:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.2205, loss: 2.2205 +2025-06-30 01:36:08,456 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:29:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 1.0000, loss_cls: 2.1911, loss: 2.1911 +2025-06-30 01:36:53,548 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:28:44, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1346, loss: 2.1346 +2025-06-30 01:37:38,615 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:27:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.2700, loss: 2.2700 +2025-06-30 01:38:23,421 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:27:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1891, loss: 2.1891 +2025-06-30 01:39:08,195 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:26:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.2038, loss: 2.2038 +2025-06-30 01:39:52,953 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:25:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.2495, loss: 2.2495 +2025-06-30 01:40:37,677 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:24:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.2251, loss: 2.2251 +2025-06-30 01:41:22,342 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:24:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.3712, loss: 2.3712 +2025-06-30 01:42:07,118 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:23:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2931, loss: 2.2931 +2025-06-30 01:42:51,816 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:22:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.2410, loss: 2.2410 +2025-06-30 01:43:36,565 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:21:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.3563, loss: 2.3563 +2025-06-30 01:44:21,301 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:21:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.2800, loss: 2.2800 +2025-06-30 01:45:05,992 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:20:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 2.2199, loss: 2.2199 +2025-06-30 01:45:50,715 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3233, loss: 2.3233 +2025-06-30 01:46:35,460 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:18:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.3948, loss: 2.3948 +2025-06-30 01:47:20,138 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:17:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9981, loss_cls: 2.3056, loss: 2.3056 +2025-06-30 01:48:04,806 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:17:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.2965, loss: 2.2965 +2025-06-30 01:48:49,520 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:16:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3382, loss: 2.3382 +2025-06-30 01:49:34,217 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:15:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.2997, loss: 2.2997 +2025-06-30 01:50:18,864 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:14:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2857, loss: 2.2857 +2025-06-30 01:51:03,591 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:14:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.3461, loss: 2.3461 +2025-06-30 01:51:48,283 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:13:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.3404, loss: 2.3404 +2025-06-30 01:52:32,942 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:12:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3675, loss: 2.3675 +2025-06-30 01:53:17,628 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:11:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2621, loss: 2.2621 +2025-06-30 01:54:02,300 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:11:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.3168, loss: 2.3168 +2025-06-30 01:54:46,986 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:10:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.3367, loss: 2.3367 +2025-06-30 01:55:31,672 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:09:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2678, loss: 2.2678 +2025-06-30 01:56:16,330 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:08:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.3548, loss: 2.3548 +2025-06-30 01:56:18,952 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-30 02:15:25,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:15:26,467 - pyskl - INFO - +top1_acc 0.8069 +top5_acc 0.9583 +2025-06-30 02:15:26,489 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8069, top5_acc: 0.9583 +2025-06-30 02:16:33,881 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:08:04, time: 0.674, data_time: 0.227, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2834, loss: 2.2834 +2025-06-30 02:17:18,587 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:07:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.2199, loss: 2.2199 +2025-06-30 02:18:03,190 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:06:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1744, loss: 2.1744 +2025-06-30 02:18:47,892 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:05:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.1283, loss: 2.1283 +2025-06-30 02:19:32,633 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:05:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.2527, loss: 2.2527 +2025-06-30 02:20:17,311 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:04:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.2466, loss: 2.2466 +2025-06-30 02:21:02,120 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:03:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.1492, loss: 2.1492 +2025-06-30 02:21:46,873 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:02:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.2411, loss: 2.2411 +2025-06-30 02:22:31,610 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:01:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1934, loss: 2.1934 +2025-06-30 02:23:16,635 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:01:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.2534, loss: 2.2534 +2025-06-30 02:24:01,468 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:00:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.2808, loss: 2.2808 +2025-06-30 02:24:46,487 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 14:59:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.2075, loss: 2.2075 +2025-06-30 02:25:31,249 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 14:58:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.2047, loss: 2.2047 +2025-06-30 02:26:15,999 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 14:58:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.3123, loss: 2.3123 +2025-06-30 02:27:00,749 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 14:57:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.2729, loss: 2.2729 +2025-06-30 02:27:45,901 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 14:56:33, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.2335, loss: 2.2335 +2025-06-30 02:28:30,715 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 14:55:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.2224, loss: 2.2224 +2025-06-30 02:29:15,454 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 14:55:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.2385, loss: 2.2385 +2025-06-30 02:30:00,135 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 14:54:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2578, loss: 2.2578 +2025-06-30 02:30:45,317 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 14:53:29, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.2372, loss: 2.2372 +2025-06-30 02:31:30,579 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 14:52:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2680, loss: 2.2680 +2025-06-30 02:32:16,212 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 14:51:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.2424, loss: 2.2424 +2025-06-30 02:33:01,318 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 14:51:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.2622, loss: 2.2622 +2025-06-30 02:33:46,495 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 14:50:26, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.3355, loss: 2.3355 +2025-06-30 02:34:31,606 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 14:49:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.2739, loss: 2.2739 +2025-06-30 02:35:16,633 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 14:48:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2783, loss: 2.2783 +2025-06-30 02:36:01,473 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 14:48:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.3028, loss: 2.3028 +2025-06-30 02:36:46,309 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 14:47:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2720, loss: 2.2720 +2025-06-30 02:37:31,174 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:46:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.2924, loss: 2.2924 +2025-06-30 02:38:15,861 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:45:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2560, loss: 2.2560 +2025-06-30 02:39:00,708 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:45:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2950, loss: 2.2950 +2025-06-30 02:39:45,538 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:44:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.2851, loss: 2.2851 +2025-06-30 02:40:30,360 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:43:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.3279, loss: 2.3279 +2025-06-30 02:41:15,191 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:42:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1982, loss: 2.1982 +2025-06-30 02:41:17,790 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-30 02:45:15,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:45:15,898 - pyskl - INFO - +top1_acc 0.8301 +top5_acc 0.9663 +2025-06-30 02:45:15,951 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_113.pth was removed +2025-06-30 02:45:16,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-06-30 02:45:16,996 - pyskl - INFO - Best top1_acc is 0.8301 at 116 epoch. +2025-06-30 02:45:17,017 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8301, top5_acc: 0.9663 +2025-06-30 02:46:24,137 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:42:03, time: 0.671, data_time: 0.228, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1340, loss: 2.1340 +2025-06-30 02:47:08,690 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:41:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.1126, loss: 2.1126 +2025-06-30 02:47:53,406 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:40:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.1202, loss: 2.1202 +2025-06-30 02:48:38,074 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:39:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.1095, loss: 2.1095 +2025-06-30 02:49:22,789 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:38:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1651, loss: 2.1651 +2025-06-30 02:50:07,479 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:38:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.1606, loss: 2.1606 +2025-06-30 02:50:52,200 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:37:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1160, loss: 2.1160 +2025-06-30 02:51:36,805 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:36:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1240, loss: 2.1240 +2025-06-30 02:52:21,472 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:35:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.1720, loss: 2.1720 +2025-06-30 02:53:06,154 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:35:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1358, loss: 2.1358 +2025-06-30 02:53:50,808 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:34:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.2428, loss: 2.2428 +2025-06-30 02:54:35,424 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:33:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 2.2293, loss: 2.2293 +2025-06-30 02:55:20,055 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:32:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 2.2555, loss: 2.2555 +2025-06-30 02:56:04,687 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:32:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1927, loss: 2.1927 +2025-06-30 02:56:49,343 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:31:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.1084, loss: 2.1084 +2025-06-30 02:57:34,007 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:30:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1801, loss: 2.1801 +2025-06-30 02:58:18,795 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:29:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9988, loss_cls: 2.1836, loss: 2.1836 +2025-06-30 02:59:03,412 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:29:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.2266, loss: 2.2266 +2025-06-30 02:59:48,068 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:28:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.2056, loss: 2.2056 +2025-06-30 03:00:32,805 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:27:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.2325, loss: 2.2325 +2025-06-30 03:01:17,493 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:26:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.2145, loss: 2.2145 +2025-06-30 03:02:02,500 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:25:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.1803, loss: 2.1803 +2025-06-30 03:02:47,460 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:25:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.2556, loss: 2.2556 +2025-06-30 03:03:32,373 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:24:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.2778, loss: 2.2778 +2025-06-30 03:04:17,029 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:23:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.3131, loss: 2.3131 +2025-06-30 03:05:01,788 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:22:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.2079, loss: 2.2079 +2025-06-30 03:05:46,509 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:22:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.3007, loss: 2.3007 +2025-06-30 03:06:31,192 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:21:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.2712, loss: 2.2712 +2025-06-30 03:07:15,975 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:20:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.2319, loss: 2.2319 +2025-06-30 03:08:00,687 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:19:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1937, loss: 2.1937 +2025-06-30 03:08:45,626 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:19:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 2.2776, loss: 2.2776 +2025-06-30 03:09:30,350 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:18:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.2152, loss: 2.2152 +2025-06-30 03:10:14,956 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:17:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.2023, loss: 2.2023 +2025-06-30 03:10:59,570 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2622, loss: 2.2622 +2025-06-30 03:11:02,172 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-30 03:15:01,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:15:02,182 - pyskl - INFO - +top1_acc 0.8236 +top5_acc 0.9636 +2025-06-30 03:15:02,201 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8236, top5_acc: 0.9636 +2025-06-30 03:16:09,976 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:16:01, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.2000, loss: 2.2000 +2025-06-30 03:16:54,648 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:15:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.1027, loss: 2.1027 +2025-06-30 03:17:39,379 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:14:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1442, loss: 2.1442 +2025-06-30 03:18:24,176 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:13:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.0545, loss: 2.0545 +2025-06-30 03:19:08,993 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:12:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.0552, loss: 2.0552 +2025-06-30 03:19:53,734 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:12:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.1011, loss: 2.1011 +2025-06-30 03:20:38,456 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:11:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 1.0000, loss_cls: 2.0042, loss: 2.0042 +2025-06-30 03:21:23,360 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:10:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1481, loss: 2.1481 +2025-06-30 03:22:08,091 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:09:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.2276, loss: 2.2276 +2025-06-30 03:22:52,820 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:09:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1808, loss: 2.1808 +2025-06-30 03:23:37,558 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:08:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.1957, loss: 2.1957 +2025-06-30 03:24:22,162 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:07:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.2170, loss: 2.2170 +2025-06-30 03:25:06,792 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:06:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.1622, loss: 2.1622 +2025-06-30 03:25:51,450 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:06:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1575, loss: 2.1575 +2025-06-30 03:26:36,170 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:05:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2053, loss: 2.2053 +2025-06-30 03:27:20,864 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:04:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.1329, loss: 2.1329 +2025-06-30 03:28:05,587 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:03:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.1980, loss: 2.1980 +2025-06-30 03:28:50,338 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:02:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.1433, loss: 2.1433 +2025-06-30 03:29:35,135 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:02:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.1698, loss: 2.1698 +2025-06-30 03:30:19,941 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:01:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2149, loss: 2.2149 +2025-06-30 03:31:04,608 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:00:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.1560, loss: 2.1560 +2025-06-30 03:31:49,440 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 13:59:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.0934, loss: 2.0934 +2025-06-30 03:32:34,171 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 13:59:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0980, loss: 2.0980 +2025-06-30 03:33:18,785 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 13:58:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1869, loss: 2.1869 +2025-06-30 03:34:03,846 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 13:57:36, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2084, loss: 2.2084 +2025-06-30 03:34:48,549 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 13:56:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.1826, loss: 2.1826 +2025-06-30 03:35:33,163 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 13:56:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.0757, loss: 2.0757 +2025-06-30 03:36:17,778 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 13:55:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.2191, loss: 2.2191 +2025-06-30 03:37:02,352 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 13:54:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.1498, loss: 2.1498 +2025-06-30 03:37:46,924 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 13:53:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1583, loss: 2.1583 +2025-06-30 03:38:31,488 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 13:53:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.1656, loss: 2.1656 +2025-06-30 03:39:16,277 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 13:52:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 2.2613, loss: 2.2613 +2025-06-30 03:40:00,855 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 13:51:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.2331, loss: 2.2331 +2025-06-30 03:40:45,434 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 13:50:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.0793, loss: 2.0793 +2025-06-30 03:40:48,006 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-30 03:44:44,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:44:45,302 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9636 +2025-06-30 03:44:45,321 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8294, top5_acc: 0.9636 +2025-06-30 03:45:52,618 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 13:49:59, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1249, loss: 2.1249 +2025-06-30 03:46:37,893 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 13:49:13, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.1147, loss: 2.1147 +2025-06-30 03:47:22,768 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 13:48:27, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.9624, loss: 1.9624 +2025-06-30 03:48:07,622 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:47:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.0177, loss: 2.0177 +2025-06-30 03:48:52,517 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:46:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0561, loss: 2.0561 +2025-06-30 03:49:37,504 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:46:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9966, loss: 1.9966 +2025-06-30 03:50:22,270 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:45:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 2.0002, loss: 2.0002 +2025-06-30 03:51:06,901 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:44:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1446, loss: 2.1446 +2025-06-30 03:51:51,590 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:43:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.0643, loss: 2.0643 +2025-06-30 03:52:36,391 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:43:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0624, loss: 2.0624 +2025-06-30 03:53:21,380 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:42:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0283, loss: 2.0283 +2025-06-30 03:54:06,228 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:41:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.1178, loss: 2.1178 +2025-06-30 03:54:51,037 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:40:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1735, loss: 2.1735 +2025-06-30 03:55:35,864 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:40:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.1019, loss: 2.1019 +2025-06-30 03:56:20,868 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:39:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1032, loss: 2.1032 +2025-06-30 03:57:05,696 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:38:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.1792, loss: 2.1792 +2025-06-30 03:57:50,710 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:37:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0209, loss: 2.0209 +2025-06-30 03:58:35,731 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:36:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 2.0413, loss: 2.0413 +2025-06-30 03:59:20,818 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:36:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1287, loss: 2.1287 +2025-06-30 04:00:05,826 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:35:26, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.2157, loss: 2.2157 +2025-06-30 04:00:50,257 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:34:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1027, loss: 2.1027 +2025-06-30 04:01:35,001 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:33:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.2253, loss: 2.2253 +2025-06-30 04:02:19,793 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:33:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1648, loss: 2.1648 +2025-06-30 04:03:04,359 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:32:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.1080, loss: 2.1080 +2025-06-30 04:03:48,943 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:31:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.0989, loss: 2.0989 +2025-06-30 04:04:33,610 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:30:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1316, loss: 2.1316 +2025-06-30 04:05:18,247 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:30:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1796, loss: 2.1796 +2025-06-30 04:06:02,861 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:29:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1686, loss: 2.1686 +2025-06-30 04:06:47,446 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:28:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.1552, loss: 2.1552 +2025-06-30 04:07:32,184 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:27:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1601, loss: 2.1601 +2025-06-30 04:08:16,864 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:26:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.1544, loss: 2.1544 +2025-06-30 04:09:01,463 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:26:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.2137, loss: 2.2137 +2025-06-30 04:09:46,013 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.2197, loss: 2.2197 +2025-06-30 04:10:30,636 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:24:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.2359, loss: 2.2359 +2025-06-30 04:10:33,231 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-30 04:14:33,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:14:33,565 - pyskl - INFO - +top1_acc 0.8357 +top5_acc 0.9665 +2025-06-30 04:14:33,619 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_116.pth was removed +2025-06-30 04:14:34,634 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-30 04:14:34,636 - pyskl - INFO - Best top1_acc is 0.8357 at 119 epoch. +2025-06-30 04:14:34,654 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8357, top5_acc: 0.9665 +2025-06-30 04:15:41,839 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:23:58, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.0432, loss: 2.0432 +2025-06-30 04:16:26,551 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:23:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0106, loss: 2.0106 +2025-06-30 04:17:11,283 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:22:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0052, loss: 2.0052 +2025-06-30 04:17:56,197 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:21:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9651, loss: 1.9651 +2025-06-30 04:18:41,038 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:20:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.0060, loss: 2.0060 +2025-06-30 04:19:25,986 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:20:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.9821, loss: 1.9821 +2025-06-30 04:20:10,641 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:19:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1029, loss: 2.1029 +2025-06-30 04:20:55,190 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:18:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0586, loss: 2.0586 +2025-06-30 04:21:39,764 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:17:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.1084, loss: 2.1084 +2025-06-30 04:22:24,337 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:17:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.0245, loss: 2.0245 +2025-06-30 04:23:09,224 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:16:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 2.1190, loss: 2.1190 +2025-06-30 04:23:54,035 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:15:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 2.0399, loss: 2.0399 +2025-06-30 04:24:38,847 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:14:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.9970, loss: 1.9970 +2025-06-30 04:25:23,567 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:14:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.0944, loss: 2.0944 +2025-06-30 04:26:08,168 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:13:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0294, loss: 2.0294 +2025-06-30 04:26:52,819 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:12:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9994, loss_cls: 2.0766, loss: 2.0766 +2025-06-30 04:27:37,433 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:11:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.0947, loss: 2.0947 +2025-06-30 04:28:22,018 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:10:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.1141, loss: 2.1141 +2025-06-30 04:29:06,624 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:10:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.1268, loss: 2.1268 +2025-06-30 04:29:51,263 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:09:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.1279, loss: 2.1279 +2025-06-30 04:30:35,878 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:08:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1518, loss: 2.1518 +2025-06-30 04:31:20,419 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:07:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.1581, loss: 2.1581 +2025-06-30 04:32:04,972 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:07:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.0743, loss: 2.0743 +2025-06-30 04:32:49,450 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:06:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1805, loss: 2.1805 +2025-06-30 04:33:33,890 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.2103, loss: 2.2103 +2025-06-30 04:34:18,408 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.1108, loss: 2.1108 +2025-06-30 04:35:03,115 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:04:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0700, loss: 2.0700 +2025-06-30 04:35:47,694 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:03:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0777, loss: 2.0777 +2025-06-30 04:36:32,339 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:02:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.0549, loss: 2.0549 +2025-06-30 04:37:17,056 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:01:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.1017, loss: 2.1017 +2025-06-30 04:38:01,655 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:00:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1642, loss: 2.1642 +2025-06-30 04:38:46,292 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:00:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1252, loss: 2.1252 +2025-06-30 04:39:30,831 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 12:59:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.1543, loss: 2.1543 +2025-06-30 04:40:15,446 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 12:58:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 2.1226, loss: 2.1226 +2025-06-30 04:40:18,038 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-30 05:00:08,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:00:08,970 - pyskl - INFO - +top1_acc 0.8237 +top5_acc 0.9562 +2025-06-30 05:00:08,991 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8237, top5_acc: 0.9562 +2025-06-30 05:01:16,263 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 12:57:56, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0853, loss: 2.0853 +2025-06-30 05:02:01,007 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 12:57:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.9828, loss: 1.9828 +2025-06-30 05:02:45,727 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 12:56:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 2.0200, loss: 2.0200 +2025-06-30 05:03:30,472 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 12:55:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9251, loss: 1.9251 +2025-06-30 05:04:15,254 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 12:54:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.0264, loss: 2.0264 +2025-06-30 05:05:00,055 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 12:54:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.9725, loss: 1.9725 +2025-06-30 05:05:45,075 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 12:53:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.0395, loss: 2.0395 +2025-06-30 05:06:29,891 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 12:52:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9664, loss: 1.9664 +2025-06-30 05:07:14,565 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 12:51:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.0460, loss: 2.0460 +2025-06-30 05:07:59,205 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 12:51:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0455, loss: 2.0455 +2025-06-30 05:08:43,930 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 12:50:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 2.0395, loss: 2.0395 +2025-06-30 05:09:28,827 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 12:49:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.9776, loss: 1.9776 +2025-06-30 05:10:13,564 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 12:48:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.9736, loss: 1.9736 +2025-06-30 05:10:58,267 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:47:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 2.0542, loss: 2.0542 +2025-06-30 05:11:43,028 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.1080, loss: 2.1080 +2025-06-30 05:12:27,785 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:46:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 2.0748, loss: 2.0748 +2025-06-30 05:13:12,653 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:45:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0529, loss: 2.0529 +2025-06-30 05:13:57,701 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:44:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.9544, loss: 1.9544 +2025-06-30 05:14:42,671 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:44:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0962, loss: 2.0962 +2025-06-30 05:15:27,420 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:43:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.0679, loss: 2.0679 +2025-06-30 05:16:12,208 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:42:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.0637, loss: 2.0637 +2025-06-30 05:16:57,087 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:41:51, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.1085, loss: 2.1085 +2025-06-30 05:17:42,092 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:41:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 2.0217, loss: 2.0217 +2025-06-30 05:18:26,959 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:40:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1256, loss: 2.1256 +2025-06-30 05:19:11,690 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:39:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.0958, loss: 2.0958 +2025-06-30 05:19:56,513 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:38:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.0241, loss: 2.0241 +2025-06-30 05:20:41,381 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:38:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.0747, loss: 2.0747 +2025-06-30 05:21:26,258 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:37:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1996, loss: 2.1996 +2025-06-30 05:22:11,345 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:36:30, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0886, loss: 2.0886 +2025-06-30 05:22:56,325 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:35:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.0767, loss: 2.0767 +2025-06-30 05:23:41,100 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:34:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.1517, loss: 2.1517 +2025-06-30 05:24:25,990 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:34:12, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.0410, loss: 2.0410 +2025-06-30 05:25:10,726 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:33:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.0764, loss: 2.0764 +2025-06-30 05:25:55,459 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:32:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 2.0800, loss: 2.0800 +2025-06-30 05:25:58,062 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-30 05:29:58,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:29:59,457 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9640 +2025-06-30 05:29:59,480 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8351, top5_acc: 0.9640 +2025-06-30 05:31:06,913 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:31:56, time: 0.674, data_time: 0.226, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.9166, loss: 1.9166 +2025-06-30 05:31:51,698 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:31:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.9225, loss: 1.9225 +2025-06-30 05:32:36,434 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:30:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9298, loss: 1.9298 +2025-06-30 05:33:21,229 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:29:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9631, loss: 1.9631 +2025-06-30 05:34:06,005 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:28:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.9742, loss: 1.9742 +2025-06-30 05:34:50,818 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:28:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.9730, loss: 1.9730 +2025-06-30 05:35:35,727 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:27:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9891, loss: 1.9891 +2025-06-30 05:36:20,451 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:26:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0459, loss: 2.0459 +2025-06-30 05:37:05,158 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:25:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9518, loss: 1.9518 +2025-06-30 05:37:49,891 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:25:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.9638, loss: 1.9638 +2025-06-30 05:38:34,612 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:24:17, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.9337, loss: 1.9337 +2025-06-30 05:39:19,343 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:23:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9870, loss: 1.9870 +2025-06-30 05:40:04,189 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:22:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 2.0597, loss: 2.0597 +2025-06-30 05:40:48,955 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:21:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9502, loss: 1.9502 +2025-06-30 05:41:33,981 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:21:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.9515, loss: 1.9515 +2025-06-30 05:42:18,750 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:20:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8999, loss: 1.8999 +2025-06-30 05:43:03,646 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:19:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.9403, loss: 1.9403 +2025-06-30 05:43:48,531 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:18:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0099, loss: 2.0099 +2025-06-30 05:44:33,671 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:18:09, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.9754, loss: 1.9754 +2025-06-30 05:45:18,841 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:17:23, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.0548, loss: 2.0548 +2025-06-30 05:46:04,067 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:16:38, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0029, loss: 2.0029 +2025-06-30 05:46:49,197 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:15:52, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 2.0169, loss: 2.0169 +2025-06-30 05:47:34,169 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:15:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0333, loss: 2.0333 +2025-06-30 05:48:18,966 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:14:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0554, loss: 2.0554 +2025-06-30 05:49:03,735 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:13:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 2.0395, loss: 2.0395 +2025-06-30 05:49:48,526 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:12:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.0640, loss: 2.0640 +2025-06-30 05:50:33,285 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:12:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.9848, loss: 1.9848 +2025-06-30 05:51:18,151 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:11:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.1031, loss: 2.1031 +2025-06-30 05:52:02,957 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:10:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.0479, loss: 2.0479 +2025-06-30 05:52:47,679 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:09:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.9689, loss: 1.9689 +2025-06-30 05:53:32,415 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:08:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0153, loss: 2.0153 +2025-06-30 05:54:17,171 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:08:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.9743, loss: 1.9743 +2025-06-30 05:55:01,857 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:07:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9852, loss: 1.9852 +2025-06-30 05:55:46,913 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:06:40, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.1177, loss: 2.1177 +2025-06-30 05:55:49,555 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-30 05:59:49,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:59:49,720 - pyskl - INFO - +top1_acc 0.8224 +top5_acc 0.9612 +2025-06-30 05:59:49,740 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8224, top5_acc: 0.9612 +2025-06-30 06:00:56,798 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:05:57, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.9721, loss: 1.9721 +2025-06-30 06:01:41,518 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:05:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8865, loss: 1.8865 +2025-06-30 06:02:26,447 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:04:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8313, loss: 1.8313 +2025-06-30 06:03:11,289 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:03:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8492, loss: 1.8492 +2025-06-30 06:03:56,234 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:02:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8966, loss: 1.8966 +2025-06-30 06:04:41,064 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:02:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.9908, loss: 1.9908 +2025-06-30 06:05:25,858 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:01:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9318, loss: 1.9318 +2025-06-30 06:06:10,984 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:00:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9355, loss: 1.9355 +2025-06-30 06:06:55,891 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 11:59:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.9519, loss: 1.9519 +2025-06-30 06:07:40,538 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 11:59:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.9486, loss: 1.9486 +2025-06-30 06:08:25,350 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 11:58:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8935, loss: 1.8935 +2025-06-30 06:09:10,140 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 11:57:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.8740, loss: 1.8740 +2025-06-30 06:09:54,939 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 11:56:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.9094, loss: 1.9094 +2025-06-30 06:10:39,741 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 11:56:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8897, loss: 1.8897 +2025-06-30 06:11:24,612 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 11:55:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8868, loss: 1.8868 +2025-06-30 06:12:09,516 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 11:54:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0607, loss: 2.0607 +2025-06-30 06:12:54,256 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 11:53:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.9461, loss: 1.9461 +2025-06-30 06:13:38,933 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 11:52:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 1.9588, loss: 1.9588 +2025-06-30 06:14:23,643 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 11:52:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.9256, loss: 1.9256 +2025-06-30 06:15:08,386 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 11:51:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.0127, loss: 2.0127 +2025-06-30 06:15:53,050 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 11:50:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.9564, loss: 1.9564 +2025-06-30 06:16:37,774 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 11:49:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.9474, loss: 1.9474 +2025-06-30 06:17:22,493 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:49:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0499, loss: 2.0499 +2025-06-30 06:18:07,182 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.9277, loss: 1.9277 +2025-06-30 06:18:51,754 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:47:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9775, loss: 1.9775 +2025-06-30 06:19:36,766 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:46:48, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0459, loss: 2.0459 +2025-06-30 06:20:21,407 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:46:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.9294, loss: 1.9294 +2025-06-30 06:21:06,013 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:45:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8778, loss: 1.8778 +2025-06-30 06:21:50,643 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:44:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.0650, loss: 2.0650 +2025-06-30 06:22:35,187 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:43:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1549, loss: 2.1549 +2025-06-30 06:23:19,647 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:42:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9909, loss: 1.9909 +2025-06-30 06:24:04,137 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:42:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9822, loss: 1.9822 +2025-06-30 06:24:48,650 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:41:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.9231, loss: 1.9231 +2025-06-30 06:25:33,116 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:40:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.9689, loss: 1.9689 +2025-06-30 06:25:35,656 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-30 06:29:33,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:29:33,993 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9667 +2025-06-30 06:29:34,049 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_119.pth was removed +2025-06-30 06:29:35,124 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-30 06:29:35,125 - pyskl - INFO - Best top1_acc is 0.8410 at 123 epoch. +2025-06-30 06:29:35,149 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8410, top5_acc: 0.9667 +2025-06-30 06:30:42,470 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:39:56, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8802, loss: 1.8802 +2025-06-30 06:31:27,145 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:39:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.9194, loss: 1.9194 +2025-06-30 06:32:12,026 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:38:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.9210, loss: 1.9210 +2025-06-30 06:32:56,718 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:37:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8564, loss: 1.8564 +2025-06-30 06:33:41,433 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:36:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8595, loss: 1.8595 +2025-06-30 06:34:26,682 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:36:07, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.8934, loss: 1.8934 +2025-06-30 06:35:11,619 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:35:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9568, loss: 1.9568 +2025-06-30 06:35:56,654 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:34:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.8870, loss: 1.8870 +2025-06-30 06:36:41,491 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:33:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7885, loss: 1.7885 +2025-06-30 06:37:26,233 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:33:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9743, loss: 1.9743 +2025-06-30 06:38:10,788 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:32:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8899, loss: 1.8899 +2025-06-30 06:38:55,458 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:31:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8454, loss: 1.8454 +2025-06-30 06:39:40,102 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:30:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9219, loss: 1.9219 +2025-06-30 06:40:24,883 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:29:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8693, loss: 1.8693 +2025-06-30 06:41:09,792 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:29:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9067, loss: 1.9067 +2025-06-30 06:41:54,616 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:28:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8604, loss: 1.8604 +2025-06-30 06:42:39,278 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:27:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.8556, loss: 1.8556 +2025-06-30 06:43:24,002 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:26:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9681, loss: 1.9681 +2025-06-30 06:44:08,631 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:26:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.9485, loss: 1.9485 +2025-06-30 06:44:53,197 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:25:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.9097, loss: 1.9097 +2025-06-30 06:45:37,738 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:24:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.9533, loss: 1.9533 +2025-06-30 06:46:22,304 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:23:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.9604, loss: 1.9604 +2025-06-30 06:47:06,938 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:23:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.9417, loss: 1.9417 +2025-06-30 06:47:51,763 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:22:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8479, loss: 1.8479 +2025-06-30 06:48:36,346 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:21:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9397, loss: 1.9397 +2025-06-30 06:49:20,970 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:20:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9342, loss: 1.9342 +2025-06-30 06:50:05,498 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:20:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 +2025-06-30 06:50:50,107 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:19:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.9250, loss: 1.9250 +2025-06-30 06:51:34,764 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:18:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.9904, loss: 1.9904 +2025-06-30 06:52:19,387 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:17:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.9608, loss: 1.9608 +2025-06-30 06:53:04,049 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:16:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.9596, loss: 1.9596 +2025-06-30 06:53:48,691 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:16:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9407, loss: 1.9407 +2025-06-30 06:54:33,431 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.9307, loss: 1.9307 +2025-06-30 06:55:18,193 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:14:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8578, loss: 1.8578 +2025-06-30 06:55:20,810 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-30 06:59:18,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:59:19,302 - pyskl - INFO - +top1_acc 0.8381 +top5_acc 0.9659 +2025-06-30 06:59:19,324 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8381, top5_acc: 0.9659 +2025-06-30 07:00:27,062 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:13:56, time: 0.677, data_time: 0.231, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8746, loss: 1.8746 +2025-06-30 07:01:11,939 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:13:11, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8808, loss: 1.8808 +2025-06-30 07:01:56,978 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:12:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.8972, loss: 1.8972 +2025-06-30 07:02:41,777 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:11:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.8556, loss: 1.8556 +2025-06-30 07:03:26,560 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:10:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7757, loss: 1.7757 +2025-06-30 07:04:11,591 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:10:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7810, loss: 1.7810 +2025-06-30 07:04:56,575 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:09:21, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8622, loss: 1.8622 +2025-06-30 07:05:41,628 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:08:35, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8045, loss: 1.8045 +2025-06-30 07:06:26,546 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:07:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8707, loss: 1.8707 +2025-06-30 07:07:11,577 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:07:03, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.9221, loss: 1.9221 +2025-06-30 07:07:56,405 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:06:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.8011, loss: 1.8011 +2025-06-30 07:08:41,118 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:05:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.8645, loss: 1.8645 +2025-06-30 07:09:25,823 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:04:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8621, loss: 1.8621 +2025-06-30 07:10:10,575 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:04:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8311, loss: 1.8311 +2025-06-30 07:10:55,311 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:03:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.8152, loss: 1.8152 +2025-06-30 07:11:40,053 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:02:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8741, loss: 1.8741 +2025-06-30 07:12:24,792 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:01:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.8406, loss: 1.8406 +2025-06-30 07:13:09,523 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:00:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9207, loss: 1.9207 +2025-06-30 07:13:54,295 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:00:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.9386, loss: 1.9386 +2025-06-30 07:14:39,083 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 10:59:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.8840, loss: 1.8840 +2025-06-30 07:15:23,573 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 10:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8561, loss: 1.8561 +2025-06-30 07:16:07,977 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 10:57:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8435, loss: 1.8435 +2025-06-30 07:16:52,736 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 10:57:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8551, loss: 1.8551 +2025-06-30 07:17:37,487 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 10:56:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.8807, loss: 1.8807 +2025-06-30 07:18:22,235 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 10:55:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0024, loss: 2.0024 +2025-06-30 07:19:06,991 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 10:54:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9319, loss: 1.9319 +2025-06-30 07:19:51,701 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 10:54:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.9349, loss: 1.9349 +2025-06-30 07:20:36,317 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 10:53:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8923, loss: 1.8923 +2025-06-30 07:21:20,983 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 10:52:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9579, loss: 1.9579 +2025-06-30 07:22:05,629 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 10:51:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.8809, loss: 1.8809 +2025-06-30 07:22:50,350 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 10:50:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.9638, loss: 1.9638 +2025-06-30 07:23:35,155 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 10:50:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9132, loss: 1.9132 +2025-06-30 07:24:19,976 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:49:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9376, loss: 1.9376 +2025-06-30 07:25:04,643 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:48:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.9087, loss: 1.9087 +2025-06-30 07:25:07,246 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-30 07:44:03,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:44:04,197 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9665 +2025-06-30 07:44:04,220 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8402, top5_acc: 0.9665 +2025-06-30 07:45:11,911 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:47:57, time: 0.677, data_time: 0.228, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7733, loss: 1.7733 +2025-06-30 07:45:56,655 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:47:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8081, loss: 1.8081 +2025-06-30 07:46:41,602 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:46:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7781, loss: 1.7781 +2025-06-30 07:47:26,495 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:45:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7347, loss: 1.7347 +2025-06-30 07:48:11,396 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:44:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7966, loss: 1.7966 +2025-06-30 07:48:56,291 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:44:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7268, loss: 1.7268 +2025-06-30 07:49:41,176 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:43:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7965, loss: 1.7965 +2025-06-30 07:50:26,056 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:42:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7946, loss: 1.7946 +2025-06-30 07:51:10,772 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:41:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.8636, loss: 1.8636 +2025-06-30 07:51:55,552 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:41:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7867, loss: 1.7867 +2025-06-30 07:52:40,419 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:40:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8417, loss: 1.8417 +2025-06-30 07:53:25,220 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:39:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.8393, loss: 1.8393 +2025-06-30 07:54:09,932 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:38:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.8608, loss: 1.8608 +2025-06-30 07:54:54,675 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:38:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7590, loss: 1.7590 +2025-06-30 07:55:39,634 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:37:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7978, loss: 1.7978 +2025-06-30 07:56:24,598 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:36:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7510, loss: 1.7510 +2025-06-30 07:57:09,569 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:35:43, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7988, loss: 1.7988 +2025-06-30 07:57:54,461 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:34:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.8163, loss: 1.8163 +2025-06-30 07:58:39,207 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:34:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8314, loss: 1.8314 +2025-06-30 07:59:23,813 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:33:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8309, loss: 1.8309 +2025-06-30 08:00:08,667 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:32:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.8588, loss: 1.8588 +2025-06-30 08:00:53,337 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:31:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8629, loss: 1.8629 +2025-06-30 08:01:38,014 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:31:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.8275, loss: 1.8275 +2025-06-30 08:02:22,747 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:30:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8044, loss: 1.8044 +2025-06-30 08:03:07,429 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:29:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8461, loss: 1.8461 +2025-06-30 08:03:52,221 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:28:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8314, loss: 1.8314 +2025-06-30 08:04:37,020 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:28:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8356, loss: 1.8356 +2025-06-30 08:05:22,075 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:27:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8804, loss: 1.8804 +2025-06-30 08:06:07,063 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:26:32, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.9075, loss: 1.9075 +2025-06-30 08:06:51,998 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:25:46, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7741, loss: 1.7741 +2025-06-30 08:07:37,073 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:25:00, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8216, loss: 1.8216 +2025-06-30 08:08:22,040 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:24:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.8910, loss: 1.8910 +2025-06-30 08:09:07,140 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:23:29, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8608, loss: 1.8608 +2025-06-30 08:09:51,931 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:22:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8385, loss: 1.8385 +2025-06-30 08:09:54,543 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-30 08:13:54,850 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:13:55,480 - pyskl - INFO - +top1_acc 0.8474 +top5_acc 0.9670 +2025-06-30 08:13:55,534 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_123.pth was removed +2025-06-30 08:13:56,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-30 08:13:56,625 - pyskl - INFO - Best top1_acc is 0.8474 at 126 epoch. +2025-06-30 08:13:56,647 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8474, top5_acc: 0.9670 +2025-06-30 08:15:04,737 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:21:58, time: 0.681, data_time: 0.229, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7982, loss: 1.7982 +2025-06-30 08:15:49,732 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:21:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7990, loss: 1.7990 +2025-06-30 08:16:34,410 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:20:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7982, loss: 1.7982 +2025-06-30 08:17:19,110 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:19:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8227, loss: 1.8227 +2025-06-30 08:18:03,754 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:18:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7651, loss: 1.7651 +2025-06-30 08:18:48,429 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:18:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7655, loss: 1.7655 +2025-06-30 08:19:33,069 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:17:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7697, loss: 1.7697 +2025-06-30 08:20:17,714 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:16:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7109, loss: 1.7109 +2025-06-30 08:21:02,300 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:15:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7319, loss: 1.7319 +2025-06-30 08:21:46,961 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:15:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.8393, loss: 1.8393 +2025-06-30 08:22:31,632 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:14:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7471, loss: 1.7471 +2025-06-30 08:23:16,352 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:13:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8350, loss: 1.8350 +2025-06-30 08:24:01,017 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:12:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7922, loss: 1.7922 +2025-06-30 08:24:45,693 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:12:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.8364, loss: 1.8364 +2025-06-30 08:25:30,387 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:11:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8714, loss: 1.8714 +2025-06-30 08:26:15,306 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:10:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7738, loss: 1.7738 +2025-06-30 08:27:00,095 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:09:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.8068, loss: 1.8068 +2025-06-30 08:27:44,925 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:08:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8381, loss: 1.8381 +2025-06-30 08:28:29,680 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:08:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.8427, loss: 1.8427 +2025-06-30 08:29:14,323 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:07:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.8360, loss: 1.8360 +2025-06-30 08:29:59,186 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:06:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8132, loss: 1.8132 +2025-06-30 08:30:43,841 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:05:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6890, loss: 1.6890 +2025-06-30 08:31:28,453 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:05:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8612, loss: 1.8612 +2025-06-30 08:32:13,073 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:04:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8358, loss: 1.8358 +2025-06-30 08:32:57,621 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:03:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7583, loss: 1.7583 +2025-06-30 08:33:42,396 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:02:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7702, loss: 1.7702 +2025-06-30 08:34:27,248 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:02:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7577, loss: 1.7577 +2025-06-30 08:35:12,091 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:01:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7934, loss: 1.7934 +2025-06-30 08:35:56,867 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:00:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7900, loss: 1.7900 +2025-06-30 08:36:41,586 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 9:59:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8097, loss: 1.8097 +2025-06-30 08:37:26,315 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 9:59:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7918, loss: 1.7918 +2025-06-30 08:38:11,001 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 9:58:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7901, loss: 1.7901 +2025-06-30 08:38:55,675 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 9:57:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8458, loss: 1.8458 +2025-06-30 08:39:40,387 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 9:56:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7880, loss: 1.7880 +2025-06-30 08:39:43,047 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-30 08:43:43,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:43:43,837 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9671 +2025-06-30 08:43:43,890 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_126.pth was removed +2025-06-30 08:43:45,018 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-30 08:43:45,019 - pyskl - INFO - Best top1_acc is 0.8492 at 127 epoch. +2025-06-30 08:43:45,038 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8492, top5_acc: 0.9671 +2025-06-30 08:44:52,404 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 9:55:59, time: 0.674, data_time: 0.225, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7055, loss: 1.7055 +2025-06-30 08:45:37,282 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 9:55:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7146, loss: 1.7146 +2025-06-30 08:46:22,082 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 9:54:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-06-30 08:47:06,952 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 9:53:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7797, loss: 1.7797 +2025-06-30 08:47:51,856 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 9:52:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6678, loss: 1.6678 +2025-06-30 08:48:36,716 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 9:52:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7919, loss: 1.7919 +2025-06-30 08:49:21,387 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 9:51:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7932, loss: 1.7932 +2025-06-30 08:50:06,173 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:50:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7139, loss: 1.7139 +2025-06-30 08:50:50,906 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:49:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7308, loss: 1.7308 +2025-06-30 08:51:35,670 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:49:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7757, loss: 1.7757 +2025-06-30 08:52:20,372 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:48:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7329, loss: 1.7329 +2025-06-30 08:53:05,078 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:47:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7795, loss: 1.7795 +2025-06-30 08:53:49,800 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:46:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7654, loss: 1.7654 +2025-06-30 08:54:34,916 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:46:03, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7527, loss: 1.7527 +2025-06-30 08:55:19,752 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:45:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7282, loss: 1.7282 +2025-06-30 08:56:04,497 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:44:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8486, loss: 1.8486 +2025-06-30 08:56:49,239 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:43:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7208, loss: 1.7208 +2025-06-30 08:57:33,901 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:42:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8241, loss: 1.8241 +2025-06-30 08:58:18,657 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:42:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7749, loss: 1.7749 +2025-06-30 08:59:03,437 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:41:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7787, loss: 1.7787 +2025-06-30 08:59:48,291 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:40:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7790, loss: 1.7790 +2025-06-30 09:00:33,081 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:39:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7316, loss: 1.7316 +2025-06-30 09:01:17,811 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:39:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6917, loss: 1.6917 +2025-06-30 09:02:02,409 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:38:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7061, loss: 1.7061 +2025-06-30 09:02:47,145 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:37:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7138, loss: 1.7138 +2025-06-30 09:03:31,755 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:36:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.8005, loss: 1.8005 +2025-06-30 09:04:16,413 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:36:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7692, loss: 1.7692 +2025-06-30 09:05:01,006 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:35:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7978, loss: 1.7978 +2025-06-30 09:05:45,607 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:34:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7961, loss: 1.7961 +2025-06-30 09:06:30,149 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:33:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7242, loss: 1.7242 +2025-06-30 09:07:14,655 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:33:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7777, loss: 1.7777 +2025-06-30 09:07:59,206 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:32:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7242, loss: 1.7242 +2025-06-30 09:08:43,736 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:31:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7739, loss: 1.7739 +2025-06-30 09:09:28,252 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:30:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8371, loss: 1.8371 +2025-06-30 09:09:30,813 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-30 09:13:30,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:13:30,822 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9664 +2025-06-30 09:13:30,857 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8458, top5_acc: 0.9664 +2025-06-30 09:14:39,940 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:30:00, time: 0.691, data_time: 0.241, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6983, loss: 1.6983 +2025-06-30 09:15:25,107 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:29:15, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7552, loss: 1.7552 +2025-06-30 09:16:10,481 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:28:29, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7133, loss: 1.7133 +2025-06-30 09:16:55,755 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:27:43, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7560, loss: 1.7560 +2025-06-30 09:17:41,157 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:26:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7250, loss: 1.7250 +2025-06-30 09:18:26,167 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:26:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6923, loss: 1.6923 +2025-06-30 09:19:11,052 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:25:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7102, loss: 1.7102 +2025-06-30 09:19:55,998 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:24:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7031, loss: 1.7031 +2025-06-30 09:20:40,798 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:23:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6780, loss: 1.6780 +2025-06-30 09:21:25,613 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:23:08, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2025-06-30 09:22:10,601 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:22:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7326, loss: 1.7326 +2025-06-30 09:22:55,581 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:21:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7294, loss: 1.7294 +2025-06-30 09:23:40,340 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:20:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7259, loss: 1.7259 +2025-06-30 09:24:25,001 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:20:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7105, loss: 1.7105 +2025-06-30 09:25:09,759 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:19:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7384, loss: 1.7384 +2025-06-30 09:25:54,466 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:18:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7581, loss: 1.7581 +2025-06-30 09:26:39,259 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:17:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7422, loss: 1.7422 +2025-06-30 09:27:23,975 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:17:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7758, loss: 1.7758 +2025-06-30 09:28:08,706 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:16:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7075, loss: 1.7075 +2025-06-30 09:28:53,340 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:15:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7156, loss: 1.7156 +2025-06-30 09:29:38,044 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:14:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7251, loss: 1.7251 +2025-06-30 09:30:22,707 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:13:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7394, loss: 1.7394 +2025-06-30 09:31:07,383 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:13:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6885, loss: 1.6885 +2025-06-30 09:31:51,997 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:12:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7019, loss: 1.7019 +2025-06-30 09:32:36,625 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:11:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7414, loss: 1.7414 +2025-06-30 09:33:21,261 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:10:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6776, loss: 1.6776 +2025-06-30 09:34:05,947 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:10:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7119, loss: 1.7119 +2025-06-30 09:34:50,604 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:09:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.7134, loss: 1.7134 +2025-06-30 09:35:35,255 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:08:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6883, loss: 1.6883 +2025-06-30 09:36:19,883 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:07:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6883, loss: 1.6883 +2025-06-30 09:37:04,547 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:07:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6511, loss: 1.6511 +2025-06-30 09:37:49,135 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:06:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7183, loss: 1.7183 +2025-06-30 09:38:33,757 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:05:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6823, loss: 1.6823 +2025-06-30 09:39:18,410 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:04:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7487, loss: 1.7487 +2025-06-30 09:39:21,214 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-30 09:45:54,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:45:54,972 - pyskl - INFO - +top1_acc 0.8380 +top5_acc 0.9634 +2025-06-30 09:45:54,991 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8380, top5_acc: 0.9634 +2025-06-30 09:47:02,724 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:04:02, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6992, loss: 1.6992 +2025-06-30 09:47:47,455 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:03:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6438, loss: 1.6438 +2025-06-30 09:48:32,167 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:02:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7296, loss: 1.7296 +2025-06-30 09:49:16,747 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:01:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6805, loss: 1.6805 +2025-06-30 09:50:01,353 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:00:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6880, loss: 1.6880 +2025-06-30 09:50:46,396 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:00:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6620, loss: 1.6620 +2025-06-30 09:51:31,222 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 8:59:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6660, loss: 1.6660 +2025-06-30 09:52:15,946 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 8:58:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6041, loss: 1.6041 +2025-06-30 09:53:00,635 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 8:57:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2025-06-30 09:53:45,275 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 8:57:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-30 09:54:29,955 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 8:56:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6415, loss: 1.6415 +2025-06-30 09:55:14,753 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 8:55:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 +2025-06-30 09:55:59,740 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 8:54:52, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2025-06-30 09:56:44,577 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 8:54:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6934, loss: 1.6934 +2025-06-30 09:57:29,385 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 8:53:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7123, loss: 1.7123 +2025-06-30 09:58:14,172 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 8:52:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6231, loss: 1.6231 +2025-06-30 09:58:58,936 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 8:51:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6565, loss: 1.6565 +2025-06-30 09:59:43,666 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:51:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6704, loss: 1.6704 +2025-06-30 10:00:28,402 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:50:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6767, loss: 1.6767 +2025-06-30 10:01:13,084 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:49:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-30 10:01:57,820 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:48:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 +2025-06-30 10:02:42,563 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:47:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.7401, loss: 1.7401 +2025-06-30 10:03:27,351 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:47:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5957, loss: 1.5957 +2025-06-30 10:04:12,113 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:46:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6897, loss: 1.6897 +2025-06-30 10:04:56,842 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:45:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2025-06-30 10:05:41,558 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:44:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6734, loss: 1.6734 +2025-06-30 10:06:26,361 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:44:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7606, loss: 1.7606 +2025-06-30 10:07:11,199 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:43:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6891, loss: 1.6891 +2025-06-30 10:07:56,002 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:42:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6918, loss: 1.6918 +2025-06-30 10:08:40,776 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:41:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6843, loss: 1.6843 +2025-06-30 10:09:25,830 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:41:06, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6587, loss: 1.6587 +2025-06-30 10:10:10,545 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:40:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7044, loss: 1.7044 +2025-06-30 10:10:55,213 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:39:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.6326, loss: 1.6326 +2025-06-30 10:11:39,975 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:38:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7335, loss: 1.7335 +2025-06-30 10:11:42,582 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-30 10:31:06,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:31:06,761 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9683 +2025-06-30 10:31:06,815 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_127.pth was removed +2025-06-30 10:31:07,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-30 10:31:07,844 - pyskl - INFO - Best top1_acc is 0.8516 at 130 epoch. +2025-06-30 10:31:07,864 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8516, top5_acc: 0.9683 +2025-06-30 10:32:15,559 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:38:04, time: 0.677, data_time: 0.229, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7123, loss: 1.7123 +2025-06-30 10:33:00,308 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:37:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6220, loss: 1.6220 +2025-06-30 10:33:45,047 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:36:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6052, loss: 1.6052 +2025-06-30 10:34:29,804 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:35:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6150, loss: 1.6150 +2025-06-30 10:35:14,607 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:35:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6382, loss: 1.6382 +2025-06-30 10:35:59,290 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:34:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6042, loss: 1.6042 +2025-06-30 10:36:44,015 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:33:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6046, loss: 1.6046 +2025-06-30 10:37:28,907 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:32:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6340, loss: 1.6340 +2025-06-30 10:38:13,735 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:31:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6234, loss: 1.6234 +2025-06-30 10:38:58,582 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:31:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6151, loss: 1.6151 +2025-06-30 10:39:43,415 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:30:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7060, loss: 1.7060 +2025-06-30 10:40:28,364 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:29:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6397, loss: 1.6397 +2025-06-30 10:41:13,174 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:28:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6440, loss: 1.6440 +2025-06-30 10:41:58,074 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:28:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6608, loss: 1.6608 +2025-06-30 10:42:42,984 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:27:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2025-06-30 10:43:27,676 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:26:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6536, loss: 1.6536 +2025-06-30 10:44:12,494 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:25:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2025-06-30 10:44:57,213 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:25:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6613, loss: 1.6613 +2025-06-30 10:45:42,012 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:24:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6727, loss: 1.6727 +2025-06-30 10:46:26,827 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:23:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6329, loss: 1.6329 +2025-06-30 10:47:11,647 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:22:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6336, loss: 1.6336 +2025-06-30 10:47:56,432 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:22:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 +2025-06-30 10:48:41,115 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 +2025-06-30 10:49:25,851 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:20:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2025-06-30 10:50:10,680 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:19:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6229, loss: 1.6229 +2025-06-30 10:50:55,668 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:18:57, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6285, loss: 1.6285 +2025-06-30 10:51:40,427 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:18:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6292, loss: 1.6292 +2025-06-30 10:52:25,312 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:17:26, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6122, loss: 1.6122 +2025-06-30 10:53:10,181 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:16:40, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6298, loss: 1.6298 +2025-06-30 10:53:55,061 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:15:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5838, loss: 1.5838 +2025-06-30 10:54:39,943 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:15:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6429, loss: 1.6429 +2025-06-30 10:55:24,779 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:14:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-06-30 10:56:09,584 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:13:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6141, loss: 1.6141 +2025-06-30 10:56:54,411 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:12:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5878, loss: 1.5878 +2025-06-30 10:56:57,028 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-30 11:00:56,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:00:57,513 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9671 +2025-06-30 11:00:57,531 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8510, top5_acc: 0.9671 +2025-06-30 11:02:05,462 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:12:06, time: 0.679, data_time: 0.230, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5755, loss: 1.5755 +2025-06-30 11:02:50,295 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:11:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6136, loss: 1.6136 +2025-06-30 11:03:35,087 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:10:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5783, loss: 1.5783 +2025-06-30 11:04:19,823 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:09:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5915, loss: 1.5915 +2025-06-30 11:05:04,594 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:09:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5976, loss: 1.5976 +2025-06-30 11:05:49,220 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:08:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5599, loss: 1.5599 +2025-06-30 11:06:33,871 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:07:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5988, loss: 1.5988 +2025-06-30 11:07:18,489 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:06:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6160, loss: 1.6160 +2025-06-30 11:08:03,137 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:05:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5760, loss: 1.5760 +2025-06-30 11:08:47,849 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:05:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6552, loss: 1.6552 +2025-06-30 11:09:32,637 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:04:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2025-06-30 11:10:17,367 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:03:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5923, loss: 1.5923 +2025-06-30 11:11:02,029 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:02:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6050, loss: 1.6050 +2025-06-30 11:11:46,676 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:02:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5785, loss: 1.5785 +2025-06-30 11:12:31,304 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:01:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6166, loss: 1.6166 +2025-06-30 11:13:15,869 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:00:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5425, loss: 1.5425 +2025-06-30 11:14:00,431 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 7:59:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6388, loss: 1.6388 +2025-06-30 11:14:45,034 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 7:59:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5773, loss: 1.5773 +2025-06-30 11:15:29,877 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 7:58:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5542, loss: 1.5542 +2025-06-30 11:16:14,547 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 7:57:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5919, loss: 1.5919 +2025-06-30 11:16:59,175 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 7:56:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5758, loss: 1.5758 +2025-06-30 11:17:43,752 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 7:56:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5844, loss: 1.5844 +2025-06-30 11:18:28,371 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 7:55:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6258, loss: 1.6258 +2025-06-30 11:19:12,986 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 7:54:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5895, loss: 1.5895 +2025-06-30 11:19:57,715 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 7:53:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6116, loss: 1.6116 +2025-06-30 11:20:42,278 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 7:52:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 +2025-06-30 11:21:26,759 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:52:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6005, loss: 1.6005 +2025-06-30 11:22:11,293 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:51:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5559, loss: 1.5559 +2025-06-30 11:22:55,803 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:50:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.5895, loss: 1.5895 +2025-06-30 11:23:40,328 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:49:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5921, loss: 1.5921 +2025-06-30 11:24:24,803 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:49:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6176, loss: 1.6176 +2025-06-30 11:25:09,344 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:48:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5767, loss: 1.5767 +2025-06-30 11:25:53,780 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:47:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5352, loss: 1.5352 +2025-06-30 11:26:38,251 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:46:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5571, loss: 1.5571 +2025-06-30 11:26:40,844 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-30 11:30:40,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:30:40,823 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9685 +2025-06-30 11:30:40,886 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_130.pth was removed +2025-06-30 11:30:41,965 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-30 11:30:41,967 - pyskl - INFO - Best top1_acc is 0.8573 at 132 epoch. +2025-06-30 11:30:41,988 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8573, top5_acc: 0.9685 +2025-06-30 11:31:49,484 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:46:07, time: 0.675, data_time: 0.229, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5612, loss: 1.5612 +2025-06-30 11:32:34,085 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:45:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6061, loss: 1.6061 +2025-06-30 11:33:18,632 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:44:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5678, loss: 1.5678 +2025-06-30 11:34:03,290 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:43:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5292, loss: 1.5292 +2025-06-30 11:34:47,912 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:43:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5793, loss: 1.5793 +2025-06-30 11:35:32,523 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:42:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5787, loss: 1.5787 +2025-06-30 11:36:17,047 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:41:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5607, loss: 1.5607 +2025-06-30 11:37:01,632 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:40:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4859, loss: 1.4859 +2025-06-30 11:37:46,195 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:40:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5934, loss: 1.5934 +2025-06-30 11:38:30,956 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:39:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5854, loss: 1.5854 +2025-06-30 11:39:15,814 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:38:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5678, loss: 1.5678 +2025-06-30 11:40:00,483 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:37:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5704, loss: 1.5704 +2025-06-30 11:40:45,091 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:36:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-06-30 11:41:29,655 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:36:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5695, loss: 1.5695 +2025-06-30 11:42:14,347 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:35:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5694, loss: 1.5694 +2025-06-30 11:42:59,246 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:34:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6078, loss: 1.6078 +2025-06-30 11:43:43,774 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:33:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5578, loss: 1.5578 +2025-06-30 11:44:28,313 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:33:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5907, loss: 1.5907 +2025-06-30 11:45:12,943 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:32:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5883, loss: 1.5883 +2025-06-30 11:45:57,587 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:31:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5323, loss: 1.5323 +2025-06-30 11:46:42,253 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:30:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5937, loss: 1.5937 +2025-06-30 11:47:26,767 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:30:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5492, loss: 1.5492 +2025-06-30 11:48:11,263 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:29:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6556, loss: 1.6556 +2025-06-30 11:48:55,898 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:28:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5523, loss: 1.5523 +2025-06-30 11:49:40,395 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:27:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5400, loss: 1.5400 +2025-06-30 11:50:24,870 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:27:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-30 11:51:09,458 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:26:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5863, loss: 1.5863 +2025-06-30 11:51:53,923 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:25:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5632, loss: 1.5632 +2025-06-30 11:52:38,784 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:24:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-06-30 11:53:23,382 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:23:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5976, loss: 1.5976 +2025-06-30 11:54:07,953 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:23:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5503, loss: 1.5503 +2025-06-30 11:54:52,523 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:22:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6091, loss: 1.6091 +2025-06-30 11:55:37,119 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:21:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5584, loss: 1.5584 +2025-06-30 11:56:21,712 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:20:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5503, loss: 1.5503 +2025-06-30 11:56:24,285 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-30 12:00:24,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:00:25,037 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9679 +2025-06-30 12:00:25,059 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8565, top5_acc: 0.9679 +2025-06-30 12:01:32,366 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:20:09, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5349, loss: 1.5349 +2025-06-30 12:02:16,983 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:19:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.5550, loss: 1.5550 +2025-06-30 12:03:01,631 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:18:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4689, loss: 1.4689 +2025-06-30 12:03:46,284 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:17:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5766, loss: 1.5766 +2025-06-30 12:04:31,027 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:17:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5286, loss: 1.5286 +2025-06-30 12:05:16,031 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:16:20, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5525, loss: 1.5525 +2025-06-30 12:06:01,322 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:15:34, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5739, loss: 1.5739 +2025-06-30 12:06:46,491 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:14:48, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5554, loss: 1.5554 +2025-06-30 12:07:31,406 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:14:02, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4966, loss: 1.4966 +2025-06-30 12:08:16,367 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:13:16, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5360, loss: 1.5360 +2025-06-30 12:09:01,713 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:12:31, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5509, loss: 1.5509 +2025-06-30 12:09:46,584 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:11:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5657, loss: 1.5657 +2025-06-30 12:10:31,422 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:10:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5367, loss: 1.5367 +2025-06-30 12:11:16,656 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:10:13, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4998, loss: 1.4998 +2025-06-30 12:12:01,621 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:09:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5177, loss: 1.5177 +2025-06-30 12:12:46,336 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:08:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5387, loss: 1.5387 +2025-06-30 12:13:31,178 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:07:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6044, loss: 1.6044 +2025-06-30 12:14:15,976 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:07:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5533, loss: 1.5533 +2025-06-30 12:15:00,569 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:06:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5320, loss: 1.5320 +2025-06-30 12:15:45,128 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:05:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-06-30 12:16:29,747 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:04:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5551, loss: 1.5551 +2025-06-30 12:17:14,294 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5699, loss: 1.5699 +2025-06-30 12:17:58,995 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:03:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5441, loss: 1.5441 +2025-06-30 12:18:43,687 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:02:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5012, loss: 1.5012 +2025-06-30 12:19:28,386 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:01:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5653, loss: 1.5653 +2025-06-30 12:20:13,064 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:01:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5153, loss: 1.5153 +2025-06-30 12:20:57,834 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:00:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5514, loss: 1.5514 +2025-06-30 12:21:42,499 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 6:59:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5231, loss: 1.5231 +2025-06-30 12:22:27,286 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 6:58:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5318, loss: 1.5318 +2025-06-30 12:23:12,280 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 6:58:00, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5135, loss: 1.5135 +2025-06-30 12:23:57,166 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 6:57:14, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5457, loss: 1.5457 +2025-06-30 12:24:41,925 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 6:56:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5404, loss: 1.5404 +2025-06-30 12:25:26,633 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 6:55:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5819, loss: 1.5819 +2025-06-30 12:26:11,479 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 6:54:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5381, loss: 1.5381 +2025-06-30 12:26:14,121 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-30 12:30:13,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:30:14,033 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9689 +2025-06-30 12:30:14,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_132.pth was removed +2025-06-30 12:30:15,137 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-30 12:30:15,139 - pyskl - INFO - Best top1_acc is 0.8595 at 134 epoch. +2025-06-30 12:30:15,158 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8595, top5_acc: 0.9689 +2025-06-30 12:31:22,505 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 6:54:11, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 +2025-06-30 12:32:07,211 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:53:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4472, loss: 1.4472 +2025-06-30 12:32:51,904 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:52:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5037, loss: 1.5037 +2025-06-30 12:33:36,697 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:51:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5000, loss: 1.5000 +2025-06-30 12:34:21,401 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:51:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4713, loss: 1.4713 +2025-06-30 12:35:06,000 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:50:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4630, loss: 1.4630 +2025-06-30 12:35:50,652 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:49:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-06-30 12:36:35,488 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:48:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 +2025-06-30 12:37:20,244 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:48:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5548, loss: 1.5548 +2025-06-30 12:38:05,012 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:47:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5328, loss: 1.5328 +2025-06-30 12:38:49,775 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:46:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-06-30 12:39:34,432 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:45:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5127, loss: 1.5127 +2025-06-30 12:40:19,067 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:45:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4683, loss: 1.4683 +2025-06-30 12:41:03,671 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:44:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5036, loss: 1.5036 +2025-06-30 12:41:48,309 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:43:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-06-30 12:42:33,008 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:42:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-06-30 12:43:17,733 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:41:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5425, loss: 1.5425 +2025-06-30 12:44:02,357 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:41:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5296, loss: 1.5296 +2025-06-30 12:44:47,043 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:40:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-30 12:45:31,620 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:39:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-06-30 12:46:16,201 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:38:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5114, loss: 1.5114 +2025-06-30 12:47:00,816 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:38:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 +2025-06-30 12:47:45,715 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:37:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4980, loss: 1.4980 +2025-06-30 12:48:30,586 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:36:38, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5225, loss: 1.5225 +2025-06-30 12:49:15,415 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:35:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-06-30 12:50:00,217 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:35:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5620, loss: 1.5620 +2025-06-30 12:50:45,090 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:34:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-06-30 12:51:29,933 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:33:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5007, loss: 1.5007 +2025-06-30 12:52:14,837 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:32:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 +2025-06-30 12:52:59,600 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:32:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5595, loss: 1.5595 +2025-06-30 12:53:44,559 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:31:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5166, loss: 1.5166 +2025-06-30 12:54:29,358 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:30:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4894, loss: 1.4894 +2025-06-30 12:55:14,504 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:29:46, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4968, loss: 1.4968 +2025-06-30 12:55:59,374 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:29:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4951, loss: 1.4951 +2025-06-30 12:56:01,993 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-30 13:15:01,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:15:01,995 - pyskl - INFO - +top1_acc 0.8604 +top5_acc 0.9686 +2025-06-30 13:15:02,049 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_134.pth was removed +2025-06-30 13:15:03,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-30 13:15:03,091 - pyskl - INFO - Best top1_acc is 0.8604 at 135 epoch. +2025-06-30 13:15:03,110 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8604, top5_acc: 0.9686 +2025-06-30 13:16:10,916 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:28:14, time: 0.678, data_time: 0.229, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5036, loss: 1.5036 +2025-06-30 13:16:55,851 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:27:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4337, loss: 1.4337 +2025-06-30 13:17:40,642 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:26:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4395, loss: 1.4395 +2025-06-30 13:18:25,392 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:25:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-06-30 13:19:10,176 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:25:11, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4801, loss: 1.4801 +2025-06-30 13:19:54,942 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:24:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4867, loss: 1.4867 +2025-06-30 13:20:39,712 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:23:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5173, loss: 1.5173 +2025-06-30 13:21:24,567 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:22:53, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4931, loss: 1.4931 +2025-06-30 13:22:09,278 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:22:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-06-30 13:22:53,947 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:21:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5517, loss: 1.5517 +2025-06-30 13:23:38,688 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:20:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4862, loss: 1.4862 +2025-06-30 13:24:23,308 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:19:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4363, loss: 1.4363 +2025-06-30 13:25:08,257 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:19:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 +2025-06-30 13:25:53,256 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:18:19, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5243, loss: 1.5243 +2025-06-30 13:26:38,013 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:17:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5124, loss: 1.5124 +2025-06-30 13:27:22,476 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:16:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5260, loss: 1.5260 +2025-06-30 13:28:07,282 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:16:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4967, loss: 1.4967 +2025-06-30 13:28:52,224 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:15:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4965, loss: 1.4965 +2025-06-30 13:29:36,913 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:14:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-30 13:30:21,518 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:13:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4391, loss: 1.4391 +2025-06-30 13:31:06,175 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:12:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5045, loss: 1.5045 +2025-06-30 13:31:51,255 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:12:12, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-06-30 13:32:35,948 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:11:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5413, loss: 1.5413 +2025-06-30 13:33:20,828 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:10:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-06-30 13:34:05,862 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:09:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5092, loss: 1.5092 +2025-06-30 13:34:50,751 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:09:09, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4552, loss: 1.4552 +2025-06-30 13:35:35,486 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:08:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-06-30 13:36:20,269 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:07:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4827, loss: 1.4827 +2025-06-30 13:37:05,003 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:06:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4449, loss: 1.4449 +2025-06-30 13:37:49,607 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:06:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4530, loss: 1.4530 +2025-06-30 13:38:34,276 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:05:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4773, loss: 1.4773 +2025-06-30 13:39:18,946 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:04:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4622, loss: 1.4622 +2025-06-30 13:40:03,717 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:03:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4801, loss: 1.4801 +2025-06-30 13:40:48,635 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:03:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4470, loss: 1.4470 +2025-06-30 13:40:51,257 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-30 13:44:48,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:44:49,460 - pyskl - INFO - +top1_acc 0.8608 +top5_acc 0.9688 +2025-06-30 13:44:49,515 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_135.pth was removed +2025-06-30 13:44:50,553 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-30 13:44:50,555 - pyskl - INFO - Best top1_acc is 0.8608 at 136 epoch. +2025-06-30 13:44:50,576 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8608, top5_acc: 0.9688 +2025-06-30 13:45:58,106 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:02:17, time: 0.675, data_time: 0.230, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-06-30 13:46:42,888 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:01:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5059, loss: 1.5059 +2025-06-30 13:47:27,707 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:00:45, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4597, loss: 1.4597 +2025-06-30 13:48:12,379 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 5:59:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-06-30 13:48:57,046 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 5:59:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5044, loss: 1.5044 +2025-06-30 13:49:41,704 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 5:58:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5023, loss: 1.5023 +2025-06-30 13:50:26,532 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 5:57:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-06-30 13:51:11,308 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 5:56:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4491, loss: 1.4491 +2025-06-30 13:51:56,019 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 5:56:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4900, loss: 1.4900 +2025-06-30 13:52:40,735 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 5:55:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4584, loss: 1.4584 +2025-06-30 13:53:25,473 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 5:54:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4868, loss: 1.4868 +2025-06-30 13:54:10,230 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:53:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4955, loss: 1.4955 +2025-06-30 13:54:55,217 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:53:07, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5251, loss: 1.5251 +2025-06-30 13:55:40,226 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:52:22, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5075, loss: 1.5075 +2025-06-30 13:56:25,018 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:51:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4544, loss: 1.4544 +2025-06-30 13:57:09,743 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:50:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4856, loss: 1.4856 +2025-06-30 13:57:54,421 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:50:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4982, loss: 1.4982 +2025-06-30 13:58:39,568 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:49:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4290, loss: 1.4290 +2025-06-30 13:59:24,371 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:48:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4883, loss: 1.4883 +2025-06-30 14:00:09,070 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:47:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4666, loss: 1.4666 +2025-06-30 14:00:53,787 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:47:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4027, loss: 1.4027 +2025-06-30 14:01:38,542 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:46:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4369, loss: 1.4369 +2025-06-30 14:02:23,287 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:45:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4876, loss: 1.4876 +2025-06-30 14:03:07,997 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:44:44, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4388, loss: 1.4388 +2025-06-30 14:03:52,711 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:43:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4726, loss: 1.4726 +2025-06-30 14:04:37,475 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:43:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4404, loss: 1.4404 +2025-06-30 14:05:22,121 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:42:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-06-30 14:06:06,831 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:41:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4677, loss: 1.4677 +2025-06-30 14:06:51,522 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:40:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4997, loss: 1.4997 +2025-06-30 14:07:36,269 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:40:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4968, loss: 1.4968 +2025-06-30 14:08:20,978 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:39:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4820, loss: 1.4820 +2025-06-30 14:09:05,665 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:38:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5283, loss: 1.5283 +2025-06-30 14:09:50,306 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:37:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4869, loss: 1.4869 +2025-06-30 14:10:35,133 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:37:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4562, loss: 1.4562 +2025-06-30 14:10:37,716 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-30 14:14:35,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:14:35,609 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9702 +2025-06-30 14:14:35,661 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_136.pth was removed +2025-06-30 14:14:36,657 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-30 14:14:36,659 - pyskl - INFO - Best top1_acc is 0.8630 at 137 epoch. +2025-06-30 14:14:36,677 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8630, top5_acc: 0.9702 +2025-06-30 14:15:43,862 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:36:20, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4655, loss: 1.4655 +2025-06-30 14:16:28,624 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:35:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5105, loss: 1.5105 +2025-06-30 14:17:13,365 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:34:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4869, loss: 1.4869 +2025-06-30 14:17:58,177 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:34:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4961, loss: 1.4961 +2025-06-30 14:18:43,168 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:33:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4539, loss: 1.4539 +2025-06-30 14:19:27,929 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:32:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4383, loss: 1.4383 +2025-06-30 14:20:12,806 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:31:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4293, loss: 1.4293 +2025-06-30 14:20:57,547 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:30:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-06-30 14:21:42,193 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:30:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4374, loss: 1.4374 +2025-06-30 14:22:26,772 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:29:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4064, loss: 1.4064 +2025-06-30 14:23:11,626 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:28:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4667, loss: 1.4667 +2025-06-30 14:23:56,425 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:27:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4809, loss: 1.4809 +2025-06-30 14:24:41,073 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:27:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4362, loss: 1.4362 +2025-06-30 14:25:25,637 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:26:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-30 14:26:10,198 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:25:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4541, loss: 1.4541 +2025-06-30 14:26:54,827 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:24:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4410, loss: 1.4410 +2025-06-30 14:27:39,430 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:24:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-06-30 14:28:24,016 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:23:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4561, loss: 1.4561 +2025-06-30 14:29:08,553 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:22:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4238, loss: 1.4238 +2025-06-30 14:29:53,160 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:21:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4476, loss: 1.4476 +2025-06-30 14:30:37,865 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:21:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4482, loss: 1.4482 +2025-06-30 14:31:22,468 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:20:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-06-30 14:32:07,159 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:19:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4401, loss: 1.4401 +2025-06-30 14:32:51,830 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:18:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4698, loss: 1.4698 +2025-06-30 14:33:36,524 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:18:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.4825, loss: 1.4825 +2025-06-30 14:34:21,109 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:17:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4269, loss: 1.4269 +2025-06-30 14:35:06,035 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:16:29, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5136, loss: 1.5136 +2025-06-30 14:35:50,962 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:15:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4980, loss: 1.4980 +2025-06-30 14:36:35,734 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:14:58, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4003, loss: 1.4003 +2025-06-30 14:37:20,460 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:14:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-30 14:38:05,138 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:13:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4619, loss: 1.4619 +2025-06-30 14:38:49,706 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:12:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4098, loss: 1.4098 +2025-06-30 14:39:34,409 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:11:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-06-30 14:40:19,031 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:11:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4273, loss: 1.4273 +2025-06-30 14:40:21,568 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-30 14:44:18,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:44:19,436 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9703 +2025-06-30 14:44:19,490 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_137.pth was removed +2025-06-30 14:44:20,516 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-30 14:44:20,517 - pyskl - INFO - Best top1_acc is 0.8663 at 138 epoch. +2025-06-30 14:44:20,536 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8663, top5_acc: 0.9703 +2025-06-30 14:45:27,864 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:10:23, time: 0.673, data_time: 0.227, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3983, loss: 1.3983 +2025-06-30 14:46:12,445 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:09:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-06-30 14:46:57,111 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:08:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3966, loss: 1.3966 +2025-06-30 14:47:41,708 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:08:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4651, loss: 1.4651 +2025-06-30 14:48:26,438 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:07:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4591, loss: 1.4591 +2025-06-30 14:49:11,250 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:06:34, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4475, loss: 1.4475 +2025-06-30 14:49:55,858 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:05:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3953, loss: 1.3953 +2025-06-30 14:50:40,411 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:05:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4736, loss: 1.4736 +2025-06-30 14:51:24,929 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:04:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.4392, loss: 1.4392 +2025-06-30 14:52:09,462 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:03:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4591, loss: 1.4591 +2025-06-30 14:52:54,050 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:02:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-06-30 14:53:38,669 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:01:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-06-30 14:54:23,257 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:01:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-06-30 14:55:07,898 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:00:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4282, loss: 1.4282 +2025-06-30 14:55:52,673 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 4:59:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4792, loss: 1.4792 +2025-06-30 14:56:37,512 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 4:58:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4153, loss: 1.4153 +2025-06-30 14:57:22,223 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 4:58:10, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4319, loss: 1.4319 +2025-06-30 14:58:07,010 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 4:57:25, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4054, loss: 1.4054 +2025-06-30 14:58:51,817 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 4:56:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4613, loss: 1.4613 +2025-06-30 14:59:36,541 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 4:55:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-06-30 15:00:21,225 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:55:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4035, loss: 1.4035 +2025-06-30 15:01:05,964 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:54:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4450, loss: 1.4450 +2025-06-30 15:01:50,886 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:53:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4690, loss: 1.4690 +2025-06-30 15:02:35,618 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:52:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-06-30 15:03:20,229 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:52:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3813, loss: 1.3813 +2025-06-30 15:04:04,872 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:51:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5186, loss: 1.5186 +2025-06-30 15:04:49,668 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:50:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4148, loss: 1.4148 +2025-06-30 15:05:34,295 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:49:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4927, loss: 1.4927 +2025-06-30 15:06:18,913 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:49:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4045, loss: 1.4045 +2025-06-30 15:07:03,594 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:48:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4472, loss: 1.4472 +2025-06-30 15:07:48,317 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:47:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4292, loss: 1.4292 +2025-06-30 15:08:33,117 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:46:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4040, loss: 1.4040 +2025-06-30 15:09:17,859 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:45:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4339, loss: 1.4339 +2025-06-30 15:10:02,548 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:45:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-30 15:10:05,140 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-30 15:14:04,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:14:05,489 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9704 +2025-06-30 15:14:05,508 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8636, top5_acc: 0.9704 +2025-06-30 15:15:12,737 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:44:26, time: 0.672, data_time: 0.226, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4521, loss: 1.4521 +2025-06-30 15:15:57,371 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:43:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4194, loss: 1.4194 +2025-06-30 15:16:41,938 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:42:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3945, loss: 1.3945 +2025-06-30 15:17:26,512 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:42:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4563, loss: 1.4563 +2025-06-30 15:18:11,082 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:41:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3575, loss: 1.3575 +2025-06-30 15:18:55,659 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:40:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4355, loss: 1.4355 +2025-06-30 15:19:40,451 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:39:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4182, loss: 1.4182 +2025-06-30 15:20:25,110 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:39:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-30 15:21:09,655 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:38:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-06-30 15:21:54,302 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:37:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4321, loss: 1.4321 +2025-06-30 15:22:38,845 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:36:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-06-30 15:23:23,346 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:36:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4424, loss: 1.4424 +2025-06-30 15:24:07,927 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:35:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3983, loss: 1.3983 +2025-06-30 15:24:52,526 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:34:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4300, loss: 1.4300 +2025-06-30 15:25:37,067 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:33:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-30 15:26:21,645 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:32:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-06-30 15:27:06,385 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:32:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4014, loss: 1.4014 +2025-06-30 15:27:51,006 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:31:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4147, loss: 1.4147 +2025-06-30 15:28:35,623 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:30:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4017, loss: 1.4017 +2025-06-30 15:29:20,215 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:29:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-06-30 15:30:04,825 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:29:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4088, loss: 1.4088 +2025-06-30 15:30:49,403 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:28:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3940, loss: 1.3940 +2025-06-30 15:31:34,190 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:27:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4049, loss: 1.4049 +2025-06-30 15:32:18,936 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:26:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4110, loss: 1.4110 +2025-06-30 15:33:03,615 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:26:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3932, loss: 1.3932 +2025-06-30 15:33:48,552 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:25:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4235, loss: 1.4235 +2025-06-30 15:34:33,406 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:24:36, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-06-30 15:35:18,143 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:23:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4395, loss: 1.4395 +2025-06-30 15:36:02,919 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:23:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4506, loss: 1.4506 +2025-06-30 15:36:47,587 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:22:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4007, loss: 1.4007 +2025-06-30 15:37:32,451 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:21:33, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3846, loss: 1.3846 +2025-06-30 15:38:17,367 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:20:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4229, loss: 1.4229 +2025-06-30 15:39:02,131 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:20:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-06-30 15:39:46,880 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:19:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3672, loss: 1.3672 +2025-06-30 15:39:49,512 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-30 15:58:31,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:58:31,663 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9709 +2025-06-30 15:58:31,717 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_138.pth was removed +2025-06-30 15:58:32,765 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-30 15:58:32,767 - pyskl - INFO - Best top1_acc is 0.8681 at 140 epoch. +2025-06-30 15:58:32,786 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8681, top5_acc: 0.9709 +2025-06-30 15:59:40,933 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:18:29, time: 0.681, data_time: 0.231, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4072, loss: 1.4072 +2025-06-30 16:00:25,900 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:17:44, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-06-30 16:01:10,957 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:16:58, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4184, loss: 1.4184 +2025-06-30 16:01:55,791 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:16:12, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-06-30 16:02:40,479 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:15:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-06-30 16:03:25,243 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:14:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-06-30 16:04:10,000 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:13:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4016, loss: 1.4016 +2025-06-30 16:04:54,712 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:13:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4122, loss: 1.4122 +2025-06-30 16:05:39,347 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:12:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4054, loss: 1.4054 +2025-06-30 16:06:24,007 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:11:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4030, loss: 1.4030 +2025-06-30 16:07:08,738 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:10:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4326, loss: 1.4326 +2025-06-30 16:07:53,653 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:10:06, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4166, loss: 1.4166 +2025-06-30 16:08:38,476 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:09:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4108, loss: 1.4108 +2025-06-30 16:09:23,153 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:08:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3921, loss: 1.3921 +2025-06-30 16:10:07,763 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:07:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-06-30 16:10:52,398 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:07:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3885, loss: 1.3885 +2025-06-30 16:11:37,269 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:06:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4190, loss: 1.4190 +2025-06-30 16:12:21,994 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:05:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-06-30 16:13:06,766 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:04:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-06-30 16:13:51,606 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:04:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-30 16:14:36,430 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:03:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.4663, loss: 1.4663 +2025-06-30 16:15:21,175 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:02:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-06-30 16:16:05,907 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:01:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4021, loss: 1.4021 +2025-06-30 16:16:50,642 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:00:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4470, loss: 1.4470 +2025-06-30 16:17:35,387 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:00:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3936, loss: 1.3936 +2025-06-30 16:18:20,160 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 3:59:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-30 16:19:04,918 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 3:58:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-30 16:19:49,657 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 3:57:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-06-30 16:20:34,459 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 3:57:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3814, loss: 1.3814 +2025-06-30 16:21:19,239 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 3:56:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4200, loss: 1.4200 +2025-06-30 16:22:04,051 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:55:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4086, loss: 1.4086 +2025-06-30 16:22:48,868 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:54:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-06-30 16:23:33,635 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:54:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3821, loss: 1.3821 +2025-06-30 16:24:18,439 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:53:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3908, loss: 1.3908 +2025-06-30 16:24:21,071 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-30 16:28:18,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:28:19,322 - pyskl - INFO - +top1_acc 0.8656 +top5_acc 0.9707 +2025-06-30 16:28:19,343 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8656, top5_acc: 0.9707 +2025-06-30 16:29:26,973 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:52:33, time: 0.676, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3665, loss: 1.3665 +2025-06-30 16:30:11,896 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:51:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3814, loss: 1.3814 +2025-06-30 16:30:56,698 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:51:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-30 16:31:41,404 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:50:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3403, loss: 1.3403 +2025-06-30 16:32:26,254 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:49:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-06-30 16:33:11,183 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:48:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-30 16:33:56,078 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:47:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3707, loss: 1.3707 +2025-06-30 16:34:40,985 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:47:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-06-30 16:35:25,834 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:46:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3973, loss: 1.3973 +2025-06-30 16:36:10,717 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:45:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3667, loss: 1.3667 +2025-06-30 16:36:55,526 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:44:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-06-30 16:37:40,440 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:44:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4039, loss: 1.4039 +2025-06-30 16:38:25,417 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:43:24, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-06-30 16:39:10,363 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:42:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4264, loss: 1.4264 +2025-06-30 16:39:55,135 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:41:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-30 16:40:39,929 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:41:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4164, loss: 1.4164 +2025-06-30 16:41:24,746 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:40:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4349, loss: 1.4349 +2025-06-30 16:42:09,452 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:39:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-06-30 16:42:54,221 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:38:50, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4139, loss: 1.4139 +2025-06-30 16:43:39,094 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:38:04, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3622, loss: 1.3622 +2025-06-30 16:44:23,850 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:37:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3608, loss: 1.3608 +2025-06-30 16:45:08,630 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:36:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-06-30 16:45:53,355 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:35:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3934, loss: 1.3934 +2025-06-30 16:46:38,112 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:35:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3726, loss: 1.3726 +2025-06-30 16:47:22,974 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:34:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-06-30 16:48:07,896 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:33:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4130, loss: 1.4130 +2025-06-30 16:48:52,809 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:32:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-06-30 16:49:37,756 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:31:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3734, loss: 1.3734 +2025-06-30 16:50:22,602 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:31:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3697, loss: 1.3697 +2025-06-30 16:51:07,594 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:30:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3793, loss: 1.3793 +2025-06-30 16:51:52,627 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:29:41, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4111, loss: 1.4111 +2025-06-30 16:52:37,489 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:28:56, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-06-30 16:53:22,288 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:28:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-06-30 16:54:07,046 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:27:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3742, loss: 1.3742 +2025-06-30 16:54:09,721 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-30 16:58:09,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:58:09,753 - pyskl - INFO - +top1_acc 0.8680 +top5_acc 0.9710 +2025-06-30 16:58:09,773 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8680, top5_acc: 0.9710 +2025-06-30 16:59:17,084 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:26:37, time: 0.673, data_time: 0.226, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4041, loss: 1.4041 +2025-06-30 17:00:01,650 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:25:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-06-30 17:00:46,304 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:25:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-30 17:01:30,861 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:24:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3695, loss: 1.3695 +2025-06-30 17:02:15,495 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:23:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3910, loss: 1.3910 +2025-06-30 17:03:00,155 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:22:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-06-30 17:03:44,813 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:22:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3305, loss: 1.3305 +2025-06-30 17:04:29,275 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:21:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-06-30 17:05:13,740 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-06-30 17:05:58,249 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:19:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4140, loss: 1.4140 +2025-06-30 17:06:42,864 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:19:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3404, loss: 1.3404 +2025-06-30 17:07:27,432 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:18:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-06-30 17:08:12,039 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:17:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3718, loss: 1.3718 +2025-06-30 17:08:56,601 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3896, loss: 1.3896 +2025-06-30 17:09:41,160 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:15:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-06-30 17:10:25,752 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:15:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3588, loss: 1.3588 +2025-06-30 17:11:10,253 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:14:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-06-30 17:11:54,734 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:13:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3848, loss: 1.3848 +2025-06-30 17:12:39,217 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:12:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-06-30 17:13:23,703 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:12:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3876, loss: 1.3876 +2025-06-30 17:14:08,170 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:11:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3533, loss: 1.3533 +2025-06-30 17:14:52,790 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:10:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3829, loss: 1.3829 +2025-06-30 17:15:37,397 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:09:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3819, loss: 1.3819 +2025-06-30 17:16:21,962 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:09:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-30 17:17:06,532 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:08:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3868, loss: 1.3868 +2025-06-30 17:17:51,138 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:07:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3816, loss: 1.3816 +2025-06-30 17:18:35,803 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:06:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3716, loss: 1.3716 +2025-06-30 17:19:20,291 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4193, loss: 1.4193 +2025-06-30 17:20:04,852 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:05:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-06-30 17:20:49,389 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:04:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3735, loss: 1.3735 +2025-06-30 17:21:34,011 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:03:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4179, loss: 1.4179 +2025-06-30 17:22:18,609 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:02:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3967, loss: 1.3967 +2025-06-30 17:23:03,235 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:02:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-06-30 17:23:47,870 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:01:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4051, loss: 1.4051 +2025-06-30 17:23:50,488 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-30 17:27:48,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:27:48,980 - pyskl - INFO - +top1_acc 0.8690 +top5_acc 0.9707 +2025-06-30 17:27:49,036 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_140.pth was removed +2025-06-30 17:27:50,073 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-30 17:27:50,075 - pyskl - INFO - Best top1_acc is 0.8690 at 143 epoch. +2025-06-30 17:27:50,095 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8690, top5_acc: 0.9707 +2025-06-30 17:28:57,682 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:00:41, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-06-30 17:29:42,384 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 2:59:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3839, loss: 1.3839 +2025-06-30 17:30:27,119 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 2:59:09, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3543, loss: 1.3543 +2025-06-30 17:31:11,930 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 2:58:24, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-30 17:31:56,704 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 2:57:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-06-30 17:32:41,462 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:56:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4309, loss: 1.4309 +2025-06-30 17:33:26,139 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:56:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3773, loss: 1.3773 +2025-06-30 17:34:10,787 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:55:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3894, loss: 1.3894 +2025-06-30 17:34:55,523 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:54:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3484, loss: 1.3484 +2025-06-30 17:35:40,164 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:53:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3631, loss: 1.3631 +2025-06-30 17:36:24,984 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:53:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3718, loss: 1.3718 +2025-06-30 17:37:10,063 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:52:18, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3494, loss: 1.3494 +2025-06-30 17:37:54,918 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:51:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3434, loss: 1.3434 +2025-06-30 17:38:39,867 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:50:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3708, loss: 1.3708 +2025-06-30 17:39:24,779 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:50:01, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3695, loss: 1.3695 +2025-06-30 17:40:09,760 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:49:15, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3324, loss: 1.3324 +2025-06-30 17:40:54,722 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:48:29, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4135, loss: 1.4135 +2025-06-30 17:41:39,967 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:47:44, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3783, loss: 1.3783 +2025-06-30 17:42:24,847 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:46:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4305, loss: 1.4305 +2025-06-30 17:43:09,519 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:46:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4092, loss: 1.4092 +2025-06-30 17:43:54,209 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:45:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3968, loss: 1.3968 +2025-06-30 17:44:38,914 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:44:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3664, loss: 1.3664 +2025-06-30 17:45:23,936 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:43:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-06-30 17:46:08,989 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:43:10, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3824, loss: 1.3824 +2025-06-30 17:46:54,177 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:42:24, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-30 17:47:39,288 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:41:38, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4429, loss: 1.4429 +2025-06-30 17:48:24,037 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:40:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4218, loss: 1.4218 +2025-06-30 17:49:08,804 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:40:07, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3711, loss: 1.3711 +2025-06-30 17:49:53,612 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:39:21, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-30 17:50:38,434 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:38:35, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3298, loss: 1.3298 +2025-06-30 17:51:23,329 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:37:50, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3095, loss: 1.3095 +2025-06-30 17:52:08,061 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:37:04, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3907, loss: 1.3907 +2025-06-30 17:52:52,691 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:36:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4183, loss: 1.4183 +2025-06-30 17:53:37,367 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:35:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3542, loss: 1.3542 +2025-06-30 17:53:39,996 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-30 17:57:40,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:57:41,006 - pyskl - INFO - +top1_acc 0.8643 +top5_acc 0.9704 +2025-06-30 17:57:41,027 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8643, top5_acc: 0.9704 +2025-06-30 17:58:49,709 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:34:45, time: 0.687, data_time: 0.236, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3605, loss: 1.3605 +2025-06-30 17:59:34,539 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:34:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3833, loss: 1.3833 +2025-06-30 18:00:19,358 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:33:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3831, loss: 1.3831 +2025-06-30 18:01:04,379 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:32:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3484, loss: 1.3484 +2025-06-30 18:01:49,188 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:31:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-06-30 18:02:33,999 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:30:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3745, loss: 1.3745 +2025-06-30 18:03:19,087 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:30:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3734, loss: 1.3734 +2025-06-30 18:04:03,789 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:29:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4080, loss: 1.4080 +2025-06-30 18:04:48,510 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:28:40, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3666, loss: 1.3666 +2025-06-30 18:05:33,289 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:27:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3693, loss: 1.3693 +2025-06-30 18:06:18,027 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:27:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-06-30 18:07:02,895 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:26:23, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3536, loss: 1.3536 +2025-06-30 18:07:47,744 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:25:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3426, loss: 1.3426 +2025-06-30 18:08:32,537 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:24:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-06-30 18:09:17,569 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:24:05, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4208, loss: 1.4208 +2025-06-30 18:10:02,511 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:23:20, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-06-30 18:10:47,500 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:22:34, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-30 18:11:32,394 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:21:48, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3922, loss: 1.3922 +2025-06-30 18:12:17,282 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:21:03, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3566, loss: 1.3566 +2025-06-30 18:13:02,165 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:20:17, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3136, loss: 1.3136 +2025-06-30 18:13:46,877 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:19:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-06-30 18:14:31,714 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:18:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3208, loss: 1.3208 +2025-06-30 18:15:16,492 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:18:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3581, loss: 1.3581 +2025-06-30 18:16:01,475 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:17:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-30 18:16:46,745 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:16:28, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3789, loss: 1.3789 +2025-06-30 18:17:31,962 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:15:43, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3998, loss: 1.3998 +2025-06-30 18:18:17,042 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:14:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3388, loss: 1.3388 +2025-06-30 18:19:02,155 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:14:11, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4055, loss: 1.4055 +2025-06-30 18:19:47,296 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:13:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3438, loss: 1.3438 +2025-06-30 18:20:32,335 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:12:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-06-30 18:21:17,267 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:11:54, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-06-30 18:22:02,064 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:11:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-06-30 18:22:46,862 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:10:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-30 18:23:31,607 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:09:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3468, loss: 1.3468 +2025-06-30 18:23:34,300 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-30 18:42:24,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:42:24,647 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9701 +2025-06-30 18:42:24,667 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8687, top5_acc: 0.9701 +2025-06-30 18:43:32,319 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:08:50, time: 0.676, data_time: 0.229, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-30 18:44:17,146 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:08:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3158, loss: 1.3158 +2025-06-30 18:45:01,850 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:07:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3901, loss: 1.3901 +2025-06-30 18:45:47,117 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:06:33, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-06-30 18:46:31,968 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:05:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3496, loss: 1.3496 +2025-06-30 18:47:17,041 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:05:01, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3305, loss: 1.3305 +2025-06-30 18:48:01,867 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:04:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3342, loss: 1.3342 +2025-06-30 18:48:46,649 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:03:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-30 18:49:31,469 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:02:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-06-30 18:50:16,416 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:01:59, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3661, loss: 1.3661 +2025-06-30 18:51:01,299 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:01:13, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3816, loss: 1.3816 +2025-06-30 18:51:45,979 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:00:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3699, loss: 1.3699 +2025-06-30 18:52:30,693 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:59:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3705, loss: 1.3705 +2025-06-30 18:53:15,295 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:58:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4053, loss: 1.4053 +2025-06-30 18:54:00,092 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:58:10, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-06-30 18:54:44,947 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:57:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3844, loss: 1.3844 +2025-06-30 18:55:29,720 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:56:39, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-06-30 18:56:14,410 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:55:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3684, loss: 1.3684 +2025-06-30 18:56:59,150 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:55:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3378, loss: 1.3378 +2025-06-30 18:57:43,905 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:54:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-30 18:58:28,746 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:53:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3785, loss: 1.3785 +2025-06-30 18:59:13,345 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:52:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3702, loss: 1.3702 +2025-06-30 18:59:57,962 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:52:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3692, loss: 1.3692 +2025-06-30 19:00:42,701 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:51:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4370, loss: 1.4370 +2025-06-30 19:01:27,509 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:50:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3593, loss: 1.3593 +2025-06-30 19:02:12,300 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:49:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3528, loss: 1.3528 +2025-06-30 19:02:57,151 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:49:02, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2980, loss: 1.2980 +2025-06-30 19:03:41,939 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:48:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3328, loss: 1.3328 +2025-06-30 19:04:26,644 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:47:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-06-30 19:05:11,369 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:46:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3647, loss: 1.3647 +2025-06-30 19:05:56,070 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:45:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3636, loss: 1.3636 +2025-06-30 19:06:40,822 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:45:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3556, loss: 1.3556 +2025-06-30 19:07:25,521 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:44:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3542, loss: 1.3542 +2025-06-30 19:08:10,243 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:43:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3413, loss: 1.3413 +2025-06-30 19:08:12,879 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-30 19:12:10,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:12:11,368 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9711 +2025-06-30 19:12:11,426 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_143.pth was removed +2025-06-30 19:12:12,516 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-30 19:12:12,518 - pyskl - INFO - Best top1_acc is 0.8693 at 146 epoch. +2025-06-30 19:12:12,539 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8693, top5_acc: 0.9711 +2025-06-30 19:13:19,845 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:42:54, time: 0.673, data_time: 0.228, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-30 19:14:04,195 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:42:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3316, loss: 1.3316 +2025-06-30 19:14:48,622 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:41:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3676, loss: 1.3676 +2025-06-30 19:15:33,386 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:40:37, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-06-30 19:16:18,153 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:39:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-30 19:17:02,878 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:39:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-30 19:17:47,635 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:38:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3548, loss: 1.3548 +2025-06-30 19:18:32,287 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:37:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4143, loss: 1.4143 +2025-06-30 19:19:17,049 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:36:49, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3620, loss: 1.3620 +2025-06-30 19:20:01,733 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:36:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-06-30 19:20:46,518 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:35:17, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-30 19:21:31,263 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:34:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4052, loss: 1.4052 +2025-06-30 19:22:15,979 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:33:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-30 19:23:00,690 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:33:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3391, loss: 1.3391 +2025-06-30 19:23:45,492 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:32:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3410, loss: 1.3410 +2025-06-30 19:24:30,215 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:31:29, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3638, loss: 1.3638 +2025-06-30 19:25:14,911 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:30:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3501, loss: 1.3501 +2025-06-30 19:25:59,635 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:29:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-30 19:26:44,302 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:29:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-06-30 19:27:28,858 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:28:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3678, loss: 1.3678 +2025-06-30 19:28:13,439 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:27:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-06-30 19:28:58,095 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:26:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-06-30 19:29:42,730 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:26:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3433, loss: 1.3433 +2025-06-30 19:30:27,263 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:25:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-06-30 19:31:11,901 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:24:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3103, loss: 1.3103 +2025-06-30 19:31:56,397 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:23:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-30 19:32:40,949 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:23:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-06-30 19:33:25,492 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:22:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3385, loss: 1.3385 +2025-06-30 19:34:10,107 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:21:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3922, loss: 1.3922 +2025-06-30 19:34:54,785 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:20:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-06-30 19:35:39,347 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:20:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3264, loss: 1.3264 +2025-06-30 19:36:24,003 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:19:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3392, loss: 1.3392 +2025-06-30 19:37:08,579 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:18:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-06-30 19:37:53,139 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:17:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3781, loss: 1.3781 +2025-06-30 19:37:55,748 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-30 19:41:55,563 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:41:56,103 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9709 +2025-06-30 19:41:56,156 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_146.pth was removed +2025-06-30 19:41:57,167 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-30 19:41:57,168 - pyskl - INFO - Best top1_acc is 0.8696 at 147 epoch. +2025-06-30 19:41:57,189 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8696, top5_acc: 0.9709 +2025-06-30 19:43:04,940 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:16:59, time: 0.677, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-30 19:43:49,939 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:16:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3454, loss: 1.3454 +2025-06-30 19:44:34,817 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:15:28, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-30 19:45:19,813 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:14:42, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-06-30 19:46:04,619 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:13:56, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3919, loss: 1.3919 +2025-06-30 19:46:49,322 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:13:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3637, loss: 1.3637 +2025-06-30 19:47:34,275 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:12:25, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3508, loss: 1.3508 +2025-06-30 19:48:19,207 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:11:39, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3261, loss: 1.3261 +2025-06-30 19:49:04,306 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:10:54, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3358, loss: 1.3358 +2025-06-30 19:49:49,176 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:10:08, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3080, loss: 1.3080 +2025-06-30 19:50:33,960 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:09:22, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3451, loss: 1.3451 +2025-06-30 19:51:18,739 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:08:36, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3148, loss: 1.3148 +2025-06-30 19:52:03,538 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:07:51, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3461, loss: 1.3461 +2025-06-30 19:52:48,241 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:07:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3639, loss: 1.3639 +2025-06-30 19:53:33,040 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:06:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-06-30 19:54:17,986 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:05:34, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3324, loss: 1.3324 +2025-06-30 19:55:02,735 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:04:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3513, loss: 1.3513 +2025-06-30 19:55:47,435 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:04:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 +2025-06-30 19:56:32,387 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:03:17, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-30 19:57:17,392 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:02:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3412, loss: 1.3412 +2025-06-30 19:58:02,272 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:01:45, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-30 19:58:47,134 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:01:00, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-06-30 19:59:32,122 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:00:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3536, loss: 1.3536 +2025-06-30 20:00:17,113 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:59:28, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3251, loss: 1.3251 +2025-06-30 20:01:02,040 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:58:43, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-06-30 20:01:47,170 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:57:57, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3746, loss: 1.3746 +2025-06-30 20:02:32,205 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:57:11, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3674, loss: 1.3674 +2025-06-30 20:03:17,288 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:56:26, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3577, loss: 1.3577 +2025-06-30 20:04:02,283 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:55:40, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3991, loss: 1.3991 +2025-06-30 20:04:47,246 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:54:54, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3224, loss: 1.3224 +2025-06-30 20:05:32,215 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:54:09, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-06-30 20:06:17,218 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:53:23, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3536, loss: 1.3536 +2025-06-30 20:07:02,171 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:52:37, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3047, loss: 1.3047 +2025-06-30 20:07:46,897 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:51:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-06-30 20:07:49,501 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-30 20:11:47,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:11:47,754 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9707 +2025-06-30 20:11:47,773 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8695, top5_acc: 0.9707 +2025-06-30 20:12:55,014 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:51:04, time: 0.672, data_time: 0.225, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3747, loss: 1.3747 +2025-06-30 20:13:39,818 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:50:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3675, loss: 1.3675 +2025-06-30 20:14:24,749 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:49:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-06-30 20:15:09,677 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:48:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3371, loss: 1.3371 +2025-06-30 20:15:54,526 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3408, loss: 1.3408 +2025-06-30 20:16:39,457 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:47:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3537, loss: 1.3537 +2025-06-30 20:17:24,392 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:46:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-30 20:18:09,323 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:45:44, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3576, loss: 1.3576 +2025-06-30 20:18:54,232 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:44:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3717, loss: 1.3717 +2025-06-30 20:19:39,207 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:44:13, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-06-30 20:20:24,177 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:43:27, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3544, loss: 1.3544 +2025-06-30 20:21:09,258 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:42:41, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3451, loss: 1.3451 +2025-06-30 20:21:54,262 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:41:56, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3203, loss: 1.3203 +2025-06-30 20:22:39,267 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:10, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3283, loss: 1.3283 +2025-06-30 20:23:24,321 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:40:24, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-30 20:24:09,394 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:39:39, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-06-30 20:24:54,365 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:38:53, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3358, loss: 1.3358 +2025-06-30 20:25:39,484 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:07, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3319, loss: 1.3319 +2025-06-30 20:26:24,425 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:22, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2967, loss: 1.2967 +2025-06-30 20:27:09,474 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:36:36, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3162, loss: 1.3162 +2025-06-30 20:27:54,425 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:35:50, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3677, loss: 1.3677 +2025-06-30 20:28:39,346 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:05, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3498, loss: 1.3498 +2025-06-30 20:29:24,253 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:19, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3502, loss: 1.3502 +2025-06-30 20:30:09,275 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:33:33, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3742, loss: 1.3742 +2025-06-30 20:30:54,644 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:32:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3950, loss: 1.3950 +2025-06-30 20:31:40,022 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:02, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2498, loss: 1.2498 +2025-06-30 20:32:25,117 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:16, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3669, loss: 1.3669 +2025-06-30 20:33:10,063 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:30:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3567, loss: 1.3567 +2025-06-30 20:33:55,014 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:29:45, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3424, loss: 1.3424 +2025-06-30 20:34:40,086 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:28:59, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3697, loss: 1.3697 +2025-06-30 20:35:25,077 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:14, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3960, loss: 1.3960 +2025-06-30 20:36:09,903 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:28, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3386, loss: 1.3386 +2025-06-30 20:36:54,755 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:26:42, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3414, loss: 1.3414 +2025-06-30 20:37:39,703 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:25:57, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3229, loss: 1.3229 +2025-06-30 20:37:42,258 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-30 20:41:42,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:41:42,807 - pyskl - INFO - +top1_acc 0.8698 +top5_acc 0.9713 +2025-06-30 20:41:42,860 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/km/best_top1_acc_epoch_147.pth was removed +2025-06-30 20:41:43,889 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-30 20:41:43,891 - pyskl - INFO - Best top1_acc is 0.8698 at 149 epoch. +2025-06-30 20:41:43,910 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8698, top5_acc: 0.9713 +2025-06-30 20:42:51,016 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:09, time: 0.671, data_time: 0.224, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3653, loss: 1.3653 +2025-06-30 20:43:35,859 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3572, loss: 1.3572 +2025-06-30 20:44:20,762 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:23:37, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3407, loss: 1.3407 +2025-06-30 20:45:05,518 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:22:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3161, loss: 1.3161 +2025-06-30 20:45:50,500 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:06, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-30 20:46:35,347 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3383, loss: 1.3383 +2025-06-30 20:47:20,375 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:35, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-06-30 20:48:05,237 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:19:49, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3247, loss: 1.3247 +2025-06-30 20:48:50,031 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:03, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3939, loss: 1.3939 +2025-06-30 20:49:34,896 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:18, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4138, loss: 1.4138 +2025-06-30 20:50:19,696 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-06-30 20:51:04,500 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:16:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-30 20:51:49,265 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3739, loss: 1.3739 +2025-06-30 20:52:34,041 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:15, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3672, loss: 1.3672 +2025-06-30 20:53:18,827 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:29, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3497, loss: 1.3497 +2025-06-30 20:54:03,626 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3730, loss: 1.3730 +2025-06-30 20:54:48,342 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:12:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3290, loss: 1.3290 +2025-06-30 20:55:33,360 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-06-30 20:56:18,100 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-30 20:57:02,936 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3504, loss: 1.3504 +2025-06-30 20:57:47,710 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:09:55, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-30 20:58:32,628 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-06-30 20:59:17,530 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:24, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3846, loss: 1.3846 +2025-06-30 21:00:01,955 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3518, loss: 1.3518 +2025-06-30 21:00:46,536 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:06:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3518, loss: 1.3518 +2025-06-30 21:01:31,104 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3244, loss: 1.3244 +2025-06-30 21:02:15,784 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-06-30 21:03:00,483 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3572, loss: 1.3572 +2025-06-30 21:03:45,038 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3780, loss: 1.3780 +2025-06-30 21:04:29,853 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:04, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3573, loss: 1.3573 +2025-06-30 21:05:14,399 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3800, loss: 1.3800 +2025-06-30 21:05:58,821 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3478, loss: 1.3478 +2025-06-30 21:06:43,315 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-06-30 21:07:27,940 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-06-30 21:07:30,490 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-30 21:11:28,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 21:11:28,701 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9703 +2025-06-30 21:11:28,720 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8696, top5_acc: 0.9703 +2025-06-30 21:11:40,611 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-30 21:45:17,508 - pyskl - INFO - Testing results of the last checkpoint +2025-06-30 21:45:17,509 - pyskl - INFO - top1_acc: 0.8738 +2025-06-30 21:45:17,509 - pyskl - INFO - top5_acc: 0.9721 +2025-06-30 21:45:17,510 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/km/best_top1_acc_epoch_149.pth +2025-06-30 22:19:02,670 - pyskl - INFO - Testing results of the best checkpoint +2025-06-30 22:19:02,670 - pyskl - INFO - top1_acc: 0.8738 +2025-06-30 22:19:02,670 - pyskl - INFO - top5_acc: 0.9730